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"position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 463, "observed_at": "2026-01-15T12:46:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-106", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 9, "question_text": "Which field service tools combine dispatch, technician mobile apps, and reporting?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": "NoOverview", "answer_full": "", "answer_len": 442, "observed_at": "2026-01-15T12:47:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-107", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 9, "question_text": "Which field service tools combine dispatch, technician mobile apps, and reporting?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 277, "observed_at": "2026-01-15T12:48:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-108", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[\"Northvale FSM (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 295, "observed_at": "2026-01-15T12:49:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-109", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[\"Northvale FSM (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 416, "observed_at": "2026-01-15T12:50:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-110", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[\"Northvale FSM (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 272, "observed_at": "2026-01-15T12:51:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-111", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[\"Northvale FSM (SAMPLE)\",\"Veltrune Systems (SAMPLE)\"]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 304, "observed_at": "2026-01-15T12:52:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-112", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[\"Northvale FSM (SAMPLE)\",\"Veltrune Systems (SAMPLE)\"]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 437, "observed_at": "2026-01-15T12:53:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-113", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[\"Northvale FSM (SAMPLE)\",\"Veltrune Systems (SAMPLE)\"]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 354, "observed_at": "2026-01-15T12:54:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-114", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[\"Northvale FSM (SAMPLE)\"]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 557, "observed_at": "2026-01-15T12:55:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-115", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 453, "observed_at": "2026-01-15T12:56:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-116", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 329, "observed_at": "2026-01-15T12:57:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-117", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 505, "observed_at": "2026-01-15T12:58:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-118", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "", "answer_len": 566, "observed_at": "2026-01-15T12:59:00.000Z", "contract_version": "1" }, { "id": "observation-kalvenor-119", "run_fk": "run-kalvenor-001", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-001", "run_id": "run-kalvenor-001", "question_id": 10, "question_text": "How should a buyer evaluate field service management software before replacing spreadsheets?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM (SAMPLE)\",\"Asterforge Kinetics (SAMPLE)\",\"Quorim Gridworks (SAMPLE)\",\"Veltrune Systems (SAMPLE)\",\"Morrowpeak Labs (SAMPLE)\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": "Timeout", "answer_full": "", "answer_len": 496, "observed_at": "2026-01-15T12:00:00.000Z", "contract_version": "1" }, { "id": "observation-016e4a0d-cc99-4c7b-8243-04f232ecd7f1", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/role/11\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 343, "observed_at": "2026-07-12T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-019c33a8-a4f4-42d5-8119-5a0736070ffa", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/evaluation/35\",\"https://softwarecompare.example/evaluation/35\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-08T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-023e0beb-df4e-44a5-86a4-ad547806cc05", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://cindermark.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 328, "observed_at": "2026-07-08T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-029a2200-8f83-4383-8a98-9b1657710f7c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/17\",\"https://hvacoperations.example/role/17\",\"https://softwarecompare.example/role/17\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-07-10T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-029e9f79-1bf9-4c1b-8866-449291090126", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/evaluation/32\",\"https://hvacoperations.example/evaluation/32\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-02c208db-4c8b-44fa-8794-a367b1816c9d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/evaluation/32\",\"https://servicetechforum.example/evaluation/32\",\"https://operationsweekly.example/evaluation/32\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 276, "observed_at": "2026-07-08T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-02e1405e-5ff4-4985-8aeb-946bb35a2e30", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/use_case/21\",\"https://cindermark.example/use_case/21\",\"https://veranofsm.example/use_case/21\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 295, "observed_at": "2026-07-08T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-0327ddbd-6b27-47bd-8316-92c146b42100", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicetechforum.example/core/7\",\"https://softwarecompare.example/core/7\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 322, "observed_at": "2026-07-12T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-0334bae8-0e31-4722-8d47-18541a802239", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://cindermark.example/evaluation/33\",\"https://servicetechforum.example/evaluation/33\",\"https://trakwell.example/evaluation/33\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 257, "observed_at": "2026-07-12T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-0524dfe1-6854-4099-83db-fd77facbc507", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/evaluation/31\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-10T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-05ecdbbb-85f1-49a8-800d-0a6b3189f5fa", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://operationsweekly.example/evaluation/34\",\"https://hvacoperations.example/evaluation/34\",\"https://softwarecompare.example/evaluation/34\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How do field service software vendors price offline mobile access?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-08T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-0626a2c2-3a06-4dcf-8fa0-fcba9e9222a4", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-12T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-078364ee-84fc-4aff-8a5a-8d6f0cccdc09", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/role/15\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-10T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-0850a572-75b9-439f-8da7-8b2aefbdd38e", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://cindermark.example/role/20\",\"https://trakwell.example/role/20\",\"https://fieldservicereview.example/role/20\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-08T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-08a1380a-add0-42aa-8c4d-10fe13642d26", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/evaluation/33\",\"https://servicetechforum.example/evaluation/33\",\"https://cindermark.example/evaluation/33\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-10T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-08abd97a-3ab3-406b-85b5-3f1d63ee9b4c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/core/2\",\"https://veranofsm.example/core/2\",\"https://softwarecompare.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 318, "observed_at": "2026-07-10T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-08c1e610-1db2-419a-8f4c-5522a4c3c064", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/11\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 353, "observed_at": "2026-07-08T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-08e4afa5-e4e4-4ada-8ccc-b95e9958a983", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/use_case/23\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-10T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-0944e544-ac55-4973-8e48-09a40ca08d67", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://asterforge.example/use_case/21\",\"https://orbitfield.example/use_case/21\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 268, "observed_at": "2026-07-12T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-096bda8d-0ac8-4dd0-8240-8d6d18a208a8", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/15\",\"https://orbitfield.example/role/15\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-12T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-098c9aec-f18e-4fbe-88e8-92a41d2158a4", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/1\",\"https://orbitfield.example/core/1\",\"https://hvacoperations.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-08T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-0a4b4a9f-3bea-4254-8ae0-2c5efc9485eb", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "chatgpt", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-14T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-0a670c0f-a79b-4af5-812d-3927f456d6b8", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/27\",\"https://hvacoperations.example/use_case/27\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-08T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-0c053bce-30b2-400a-8952-61e5f33747bd", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/role/16\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-10T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-0c18c3ea-b676-4dcb-853c-d05e8e0e3983", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/evaluation/32\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-0c6fd67b-3e11-4ccb-8623-4ec7750a9443", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/use_case/23\",\"https://trakwell.example/use_case/23\",\"https://operationsweekly.example/use_case/23\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-0c8eb3b0-f09b-49ef-8ed7-0205ff854d61", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/role/16\",\"https://hvacoperations.example/role/16\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-08T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-0d313a0e-fb0e-4bbf-898a-41223f6e0571", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/core/8\",\"https://asterforge.example/core/8\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 295, "observed_at": "2026-07-12T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-0d5fdd22-6310-4637-8dc8-1c921cf66dad", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/core/2\",\"https://operationsweekly.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 343, "observed_at": "2026-07-12T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-0d9d78ef-aa7c-4203-8d55-4cbd904e69eb", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/use_case/24\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-0dd9a13b-0658-4485-8ce4-505044813fd0", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://northvalefsm.example/use_case/28\",\"https://fieldservicereview.example/use_case/28\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 260, "observed_at": "2026-07-08T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-0e0dec5e-e430-4076-8ac2-51c0899a48de", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://cindermark.example/core/6\",\"https://veranofsm.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 328, "observed_at": "2026-07-12T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-0e716d87-5eeb-4215-818e-04a3cdb2bff9", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/use_case/30\",\"https://hvacoperations.example/use_case/30\",\"https://orbitfield.example/use_case/30\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-10T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-0eb7d4b1-4a83-46fc-8a95-7f35afeef1c7", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/22\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 292, "observed_at": "2026-07-08T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-0ee89450-55de-443d-8324-2e21fffa25ae", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/evaluation/34\",\"https://veranofsm.example/evaluation/34\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Asterforge, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-08T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-0f5f0bcf-2a91-4609-885e-06417b520ae4", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://hvacoperations.example/evaluation/35\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-12T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-0f97c60f-1f2c-48ac-8748-5c1b9523b1c5", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/19\",\"https://northvalefsm.example/role/19\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-12T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-110b5ae3-27b3-462a-8c78-43096601e889", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/role/20\",\"https://hvacoperations.example/role/20\",\"https://servicetechforum.example/role/20\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-10T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-11b45776-34f4-43c8-8d29-e915930c6877", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicetechforum.example/role/11\",\"https://orbitfield.example/role/11\",\"https://cindermark.example/role/11\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 353, "observed_at": "2026-07-08T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-126ad7fb-a51e-42b5-8894-e148ed2dd339", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/32\",\"https://northvalefsm.example/evaluation/32\",\"https://cindermark.example/evaluation/32\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 264, "observed_at": "2026-07-08T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-129b245d-a750-4ad7-84fb-2ad28e9eceb5", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://hvacoperations.example/core/4\",\"https://cindermark.example/core/4\",\"https://veranofsm.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-08T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-1347f077-eefa-4afb-86c8-bad6d7508261", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/role/20\",\"https://servicebuyersguide.example/role/20\",\"https://operationsweekly.example/role/20\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM, Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 308, "observed_at": "2026-07-08T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-1365e010-0d9c-4223-8e03-fc51dbee4fc0", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 254, "observed_at": "2026-07-08T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-13c69ef0-0218-4351-87fb-80680512d951", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/role/14\",\"https://fieldservicereview.example/role/14\",\"https://servicetechforum.example/role/14\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-08T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-13d77c3e-0916-4bff-826c-7b544b0a0373", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://softwarecompare.example/role/14\",\"https://servicebuyersguide.example/role/14\",\"https://fieldservicereview.example/role/14\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-12T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-1461d231-c3d7-41f4-8482-b824a1c382bc", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://northvalefsm.example/evaluation/32\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What is a typical implementation timeline for field service software?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-14b24006-2a38-46bf-82de-ebbd98d08215", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-12T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-14f50667-260c-47f6-8d8d-cd099d845060", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/role/16\",\"https://softwarecompare.example/role/16\",\"https://servicebuyersguide.example/role/16\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-08T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-15351fcc-b4c0-4edb-8477-6270399ee454", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/use_case/29\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-10T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-154d2fcf-4a6f-4ef5-88e1-9f38e484cd31", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/core/5\",\"https://asterforge.example/core/5\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-08T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-155ee489-0189-4951-8e2c-c56ea8154d57", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/core/7\",\"https://northvalefsm.example/core/7\",\"https://asterforge.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-10T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-15850d67-845e-4fb7-8597-ef0933887ba0", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://hvacoperations.example/use_case/24\",\"https://veranofsm.example/use_case/24\",\"https://cindermark.example/use_case/24\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What tool routes technicians across a large territory efficiently?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 320, "observed_at": "2026-07-12T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-15956bc4-d0fc-4c1e-8853-2a67af5b7c6d", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/use_case/21\",\"https://operationsweekly.example/use_case/21\",\"https://veranofsm.example/use_case/21\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 332, "observed_at": "2026-07-10T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-15c681b6-809f-48c2-86a5-4df8ef0d1c7f", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/evaluation/34\",\"https://hvacoperations.example/evaluation/34\",\"https://orbitfield.example/evaluation/34\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-12T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-16174d61-dbec-469c-8d72-9b14abbecb18", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/22\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 341, "observed_at": "2026-07-12T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-162e4681-c807-42cb-8a15-3bfb9dda07b9", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://fieldservicereview.example/evaluation/32\",\"https://orbitfield.example/evaluation/32\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 264, "observed_at": "2026-07-12T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-18be2170-c237-48c7-8278-f68febaadf58", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/25\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 275, "observed_at": "2026-07-10T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-1e047871-2e5d-4cf9-8eae-2041acc55bab", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://northvalefsm.example/role/11\",\"https://orbitfield.example/role/11\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 353, "observed_at": "2026-07-08T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-1e81dea0-222c-407f-85f1-7195c76ba0da", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://asterforge.example/use_case/21\",\"https://hvacoperations.example/use_case/21\",\"https://operationsweekly.example/use_case/21\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 332, "observed_at": "2026-07-08T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-1f3614d9-d502-4b1c-8546-35e914f2ce58", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/role/16\",\"https://orbitfield.example/role/16\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-12T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-20021daf-7968-4e3f-8d13-3d384596e733", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/role/13\",\"https://northvalefsm.example/role/13\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM, Verano FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 301, "observed_at": "2026-07-08T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-20417549-91bc-4ad3-89a9-fba817f6bd32", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/16\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-10T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-20f53ad0-42c0-47bf-8703-ba698deb7785", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/24\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-08T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-2109a0f6-a822-4993-87ef-963dbd6768c1", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/33\",\"https://orbitfield.example/evaluation/33\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-08T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-21f51a87-33fe-48b1-80ca-a6a474d346ff", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/evaluation/31\",\"https://veranofsm.example/evaluation/31\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-08T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-220503af-76b5-4e26-8de1-3a972389beeb", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/role/16\",\"https://fieldservicereview.example/role/16\",\"https://northvalefsm.example/role/16\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-10T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-2287e78d-8942-4797-8d63-d89c9de8413f", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/role/13\",\"https://orbitfield.example/role/13\",\"https://northvalefsm.example/role/13\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM, Verano FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 301, "observed_at": "2026-07-10T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-23aa8100-38a6-4754-8a9f-0492ac517a85", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": "NoOverview", "answer_full": "", "answer_len": 0, "observed_at": "2026-07-12T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-24af4147-6106-4524-8756-93dec276557b", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/23\",\"https://servicetechforum.example/use_case/23\",\"https://northvalefsm.example/use_case/23\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-24d6867a-c503-4f9d-8c9c-aa2fc3e0c0db", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/3\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 360, "observed_at": "2026-07-12T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-24e6174c-cc78-4de7-816c-d573bf4a2109", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/evaluation/35\",\"https://operationsweekly.example/evaluation/35\",\"https://fieldservicereview.example/evaluation/35\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-10T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-25a30377-8ea5-40ff-886c-0c8eda8d10f0", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://northvalefsm.example/role/19\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a warehouse manager, which field service system tracks van stock accurately?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-08T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-25a78bea-6211-43c6-8d54-c303a7b1234a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://cindermark.example/use_case/23\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM, Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-08T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-26444e47-279e-4678-8cc4-f276d69e0824", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/role/16\",\"https://operationsweekly.example/role/16\",\"https://northvalefsm.example/role/16\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-10T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-2647d591-7a47-427d-845c-9d7fdd2045b5", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/core/6\",\"https://softwarecompare.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-07-10T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-273b3c0b-a039-4f66-82a2-557db836b1a7", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-10T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-27d2381f-50b5-4c33-88df-118fa6562aa7", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/role/15\",\"https://trakwell.example/role/15\",\"https://veranofsm.example/role/15\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-08T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-289ca5a4-55bb-417d-84ba-d8044e59cddf", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/core/6\",\"https://cindermark.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-08T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-28e69425-4b61-4103-86bc-9ee5d331854f", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/4\",\"https://orbitfield.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 261, "observed_at": "2026-07-12T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-2991d05d-de9c-46b5-8083-d2c4902578c5", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/use_case/24\",\"https://asterforge.example/use_case/24\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-12T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-2a0eeb6c-9b50-4a25-8e06-8c0663147420", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/core/4\",\"https://asterforge.example/core/4\",\"https://fieldservicereview.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-08T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-2bd83883-ef08-42e4-85e2-e907e6ee84c8", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://cindermark.example/core/3\",\"https://servicetechforum.example/core/3\",\"https://trakwell.example/core/3\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 350, "observed_at": "2026-07-10T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-2bdc9082-6278-45ed-8abd-8204bd6b08ab", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/26\",\"https://cindermark.example/use_case/26\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 258, "observed_at": "2026-07-10T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-2bee3df7-9083-4949-8456-08fd590cc91a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://trakwell.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 288, "observed_at": "2026-07-08T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-2c88a788-0d6e-4f9d-8a39-582778a0b684", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/30\",\"https://asterforge.example/use_case/30\",\"https://cindermark.example/use_case/30\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 275, "observed_at": "2026-07-08T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-2d3715d2-7f6f-4569-88e6-f21c20a49061", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/role/20\",\"https://trakwell.example/role/20\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-12T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-2da5ccc2-bf57-428b-87cb-0bd1171bf590", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/33\",\"https://veranofsm.example/evaluation/33\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-10T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-2da8f01c-1522-4353-82b2-b8d009f85035", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://northvalefsm.example/use_case/22\",\"https://orbitfield.example/use_case/22\",\"https://fieldservicereview.example/use_case/22\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 353, "observed_at": "2026-07-12T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-2daf379c-b317-4957-8795-6d0c5fb89a73", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/20\",\"https://asterforge.example/role/20\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 306, "observed_at": "2026-07-08T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-2e0a4b87-e9d5-4bc6-8af7-ffe4f58ac339", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://trakwell.example/core/6\",\"https://operationsweekly.example/core/6\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Asterforge, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 325, "observed_at": "2026-07-12T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-2e264566-23db-4407-8799-bc851401d1ce", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/use_case/28\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 301, "observed_at": "2026-07-10T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-2e57a09b-0eac-466a-8167-d647918b46a5", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/use_case/26\",\"https://servicebuyersguide.example/use_case/26\",\"https://servicetechforum.example/use_case/26\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 307, "observed_at": "2026-07-12T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-2f0902d2-b742-479c-8908-0e389a8e306d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/33\",\"https://servicebuyersguide.example/evaluation/33\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 257, "observed_at": "2026-07-08T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-2f0e4af8-3fff-4b82-8db0-ce3f3c3ed193", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/role/14\",\"https://northvalefsm.example/role/14\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 287, "observed_at": "2026-07-08T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-2f2e3f4d-197b-4f9e-8ec3-bbb6d7724ef0", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/use_case/30\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 314, "observed_at": "2026-07-08T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-30344acd-eb9c-4a1a-8def-a1853da0348b", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/2\",\"https://operationsweekly.example/core/2\",\"https://fieldservicereview.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-08T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-3050b271-ac79-4f4e-870e-16827bf690f4", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/role/12\",\"https://servicebuyersguide.example/role/12\",\"https://veranofsm.example/role/12\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 292, "observed_at": "2026-07-08T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-307800fb-deb7-48ae-88a7-28102c5cdeb0", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/27\",\"https://orbitfield.example/use_case/27\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-12T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-308042c1-8484-46f5-8c40-fb717f9011a5", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://northvalefsm.example/role/11\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 306, "observed_at": "2026-07-12T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-308d098b-384c-44f2-8a21-70981649645c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/core/3\",\"https://asterforge.example/core/3\",\"https://hvacoperations.example/core/3\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 350, "observed_at": "2026-07-10T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-31419d3c-c08e-4c55-8df6-2e439570dd79", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/26\",\"https://orbitfield.example/use_case/26\",\"https://servicebuyersguide.example/use_case/26\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-10T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-3159077a-9d22-406b-8570-a954fc2e341a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://fieldservicereview.example/role/20\",\"https://servicetechforum.example/role/20\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-10T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-31b28cc6-e528-46f0-82a2-b6d2acb664ee", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://hvacoperations.example/evaluation/35\",\"https://asterforge.example/evaluation/35\",\"https://orbitfield.example/evaluation/35\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-12T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-32381d11-51d3-4b79-8c8b-9535f318725f", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://hvacoperations.example/role/17\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 352, "observed_at": "2026-07-10T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-324597a3-0d1c-40b0-8e46-3e562502bbbe", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/28\",\"https://veranofsm.example/use_case/28\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 309, "observed_at": "2026-07-10T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-327645c3-e57e-43cb-82f3-3d3077ebee53", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://softwarecompare.example/evaluation/35\",\"https://hvacoperations.example/evaluation/35\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-10T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-33009fd3-ca6c-4f58-83bb-e110399cbe7a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/role/16\",\"https://hvacoperations.example/role/16\",\"https://asterforge.example/role/16\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-08T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-34251005-7e38-4859-877d-f02025ffc977", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://northvalefsm.example/role/18\",\"https://fieldservicereview.example/role/18\",\"https://cindermark.example/role/18\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a procurement lead, what should I ask a field service software vendor before signing?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-10T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-344ba386-fc67-4841-8141-8f66996b3947", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/use_case/29\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Trakwell, Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-08T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-34c34f4b-463c-4bae-835a-a44d5d096641", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/role/17\",\"https://hvacoperations.example/role/17\",\"https://asterforge.example/role/17\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-07-08T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-351b343c-f011-4345-89c4-6edf7766fe1f", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/28\",\"https://orbitfield.example/use_case/28\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 311, "observed_at": "2026-07-08T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-358554d2-5bf9-48ce-8e91-7ffe37594433", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/core/3\",\"https://trakwell.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 301, "observed_at": "2026-07-08T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-35e644d8-e1a4-4c6c-8dc5-e907e9d481bf", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "perplexity", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/core/3\",\"https://hvacoperations.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 311, "observed_at": "2026-07-14T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-35ec3e6e-c5ad-4365-87b1-15adad714028", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/core/10\",\"https://hvacoperations.example/core/10\",\"https://servicetechforum.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 300, "observed_at": "2026-07-08T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-36d7f1de-3de1-4dc5-8686-f3d75ac0e3eb", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/role/19\",\"https://softwarecompare.example/role/19\",\"https://operationsweekly.example/role/19\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-12T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-36dbc22c-9d68-4919-8adc-fd4cba0553d6", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://cindermark.example/use_case/21\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 280, "observed_at": "2026-07-10T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-376486d8-4ea8-44eb-8c77-bf3a88676ea3", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/21\",\"https://hvacoperations.example/use_case/21\",\"https://servicebuyersguide.example/use_case/21\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 344, "observed_at": "2026-07-10T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-37affc8e-5f64-4fd5-8095-0fd44b48e5ac", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/10\",\"https://northvalefsm.example/core/10\",\"https://servicetechforum.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 276, "observed_at": "2026-07-10T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-38221aa1-5794-49ac-8e5d-62a58fb8b798", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/core/10\",\"https://northvalefsm.example/core/10\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Verano FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-12T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-38a86593-fd18-4768-83d9-b4e2b194beaa", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://asterforge.example/evaluation/31\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How much does field service management software cost per technician?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-12T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-391fc0e4-6003-4143-8998-46cd683a440c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/use_case/24\",\"https://hvacoperations.example/use_case/24\",\"https://fieldservicereview.example/use_case/24\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-393b294a-5340-4ad8-8dba-0d4bbdc0c690", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/use_case/27\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-08T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-39da4a65-98cb-4948-8f4d-5a5c9a9aa187", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/role/11\",\"https://servicebuyersguide.example/role/11\",\"https://fieldservicereview.example/role/11\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-12T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-3aa937a3-1cb3-4a3f-84b2-1a367237ebc6", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/core/8\",\"https://northvalefsm.example/core/8\",\"https://cindermark.example/core/8\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 332, "observed_at": "2026-07-08T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-3bdd1c8f-ad0a-469d-85a3-5785a0b11846", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/use_case/26\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-12T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-3c1429cd-079d-4650-88f2-77e55c6c5eef", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://fieldservicereview.example/role/12\",\"https://servicebuyersguide.example/role/12\",\"https://hvacoperations.example/role/12\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-08T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-3c1b4687-68ca-4f88-8d3f-1c0a4d994ecf", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-07-10T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-3ceb7264-2b2c-45d4-80bc-05deb6a07aca", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": "Timeout", "answer_full": "", "answer_len": 0, "observed_at": "2026-07-12T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-3d0e15f3-c1a0-499b-84e6-a923f3129c48", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/use_case/26\",\"https://orbitfield.example/use_case/26\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 322, "observed_at": "2026-07-08T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-3d2996c7-9078-43fe-8e37-b84907953670", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/evaluation/34\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-3d8a8889-6289-47bf-8c71-755adba6673b", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "chatgpt", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/8\",\"https://orbitfield.example/core/8\",\"https://hvacoperations.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-14T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-3e10328c-fee3-4a08-848d-f34bd33e1f6a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/evaluation/31\",\"https://trakwell.example/evaluation/31\",\"https://veranofsm.example/evaluation/31\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 315, "observed_at": "2026-07-08T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-3e594acb-f412-4e98-804b-c7df9067415a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/role/13\",\"https://cindermark.example/role/13\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-08T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-3e891fc2-4329-464f-85b7-55157cce92a9", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicebuyersguide.example/evaluation/31\",\"https://trakwell.example/evaluation/31\",\"https://veranofsm.example/evaluation/31\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How much does field service management software cost per technician?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-10T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-3e92cd27-844f-4fdd-8a62-ca3c48a8141a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://fieldservicereview.example/use_case/28\",\"https://veranofsm.example/use_case/28\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-3fd341a9-c85d-4f1b-8ae6-4380adb99bd7", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/core/8\",\"https://northvalefsm.example/core/8\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-10T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-40c2bfc8-5b4b-4260-84a6-63958c55e33c", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://northvalefsm.example/core/6\",\"https://cindermark.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-12T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-4140030f-9eae-4cc3-84fe-4f73fbd184f8", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://northvalefsm.example/core/10\",\"https://orbitfield.example/core/10\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-10T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-41e5a540-8113-4cf0-8c3c-e367b3a45aa9", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://veranofsm.example/evaluation/34\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How do field service software vendors price offline mobile access?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-08T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-41f807c0-8a6b-47a4-83e3-0f17a1bf2c17", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://trakwell.example/core/6\",\"https://fieldservicereview.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 340, "observed_at": "2026-07-12T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-4414f157-a6f6-49c2-8cab-8ddc8dc6243b", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/evaluation/33\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 256, "observed_at": "2026-07-10T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-466f7a76-34f4-4999-8c54-ebca01a93ae0", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/22\",\"https://softwarecompare.example/use_case/22\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 341, "observed_at": "2026-07-08T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-46fe4de9-72c5-4778-82c3-de4dd0062086", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/role/12\",\"https://veranofsm.example/role/12\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 292, "observed_at": "2026-07-12T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-48043cd3-4db5-4730-8ee3-02e4577f5e50", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://asterforge.example/role/13\",\"https://servicebuyersguide.example/role/13\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-4837c104-31e4-44e2-844c-c19ea6df5faf", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://operationsweekly.example/evaluation/34\",\"https://servicetechforum.example/evaluation/34\",\"https://asterforge.example/evaluation/34\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Asterforge, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-12T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-486104ac-7795-4cf0-8dd8-532468491188", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/25\",\"https://servicetechforum.example/use_case/25\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 262, "observed_at": "2026-07-12T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-4900e33c-7f00-4de5-8aab-fdbaf8d38104", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://veranofsm.example/core/8\",\"https://trakwell.example/core/8\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"Which field service management systems keep working offline in the field?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-10T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-494b56a4-9d83-42ce-8b13-79d1359b261e", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/role/14\",\"https://asterforge.example/role/14\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-08T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-496c096e-30f6-4510-875f-ac68cae1e5d5", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://cindermark.example/use_case/28\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 275, "observed_at": "2026-07-12T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-4974a5f4-56d5-42f6-8173-cbf7f7497018", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/use_case/21\",\"https://servicetechforum.example/use_case/21\",\"https://hvacoperations.example/use_case/21\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-12T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-499b7f58-b81e-4359-8514-916bb69abfff", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/evaluation/33\",\"https://fieldservicereview.example/evaluation/33\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-12T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-49b5d35f-f22c-4a86-8a83-7504ea1bf900", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://cindermark.example/role/14\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 296, "observed_at": "2026-07-10T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-4acfcbf9-d841-4cb6-8732-66a77e5c5698", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/9\",\"https://hvacoperations.example/core/9\",\"https://orbitfield.example/core/9\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 318, "observed_at": "2026-07-12T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-4b30419b-cffc-49b6-8131-13c8d152e6b8", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-12T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-4ccb4a77-b8a9-4d24-8c64-5981c13d74ac", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://operationsweekly.example/role/17\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a customer experience lead, which field service tool gives customers live arrival windows?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 298, "observed_at": "2026-07-08T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-4df50f08-c672-479e-820f-77921784a4f8", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://cindermark.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 268, "observed_at": "2026-07-08T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-4e23da59-0362-4d4f-85e5-32879c9cb998", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-08T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-4ee25897-66d2-49ec-8f99-3fef64def6b7", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/use_case/27\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-07-12T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-4f26724a-a2e7-44f9-8231-cc475bcf5874", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/use_case/27\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-08T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-50720248-aead-4b00-8bf6-20c2952a5ebe", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/role/14\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-512c5766-dcd3-49e1-8983-9d41dd8a582b", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "perplexity", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/6\",\"https://cindermark.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-14T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-51b00212-eb74-4bfc-85a8-7059f5487886", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://softwarecompare.example/evaluation/35\",\"https://asterforge.example/evaluation/35\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What should a field service software contract say about data export?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-12T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-52182ca6-2281-4c6e-8bf5-b39ee7788bac", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://operationsweekly.example/role/12\",\"https://fieldservicereview.example/role/12\",\"https://servicetechforum.example/role/12\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 302, "observed_at": "2026-07-12T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-521d684b-9e16-488f-8637-2268eba9ac23", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/use_case/24\",\"https://northvalefsm.example/use_case/24\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-12T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-524c0421-1b64-489e-8cc3-a34f296abd35", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/use_case/23\",\"https://fieldservicereview.example/use_case/23\",\"https://orbitfield.example/use_case/23\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-52763e8a-6fba-49d9-8a88-fea524c9444d", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/role/14\",\"https://asterforge.example/role/14\",\"https://orbitfield.example/role/14\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-10T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-529345ed-1e20-4ad2-82a4-440b11635066", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://veranofsm.example/role/12\",\"https://servicetechforum.example/role/12\",\"https://operationsweekly.example/role/12\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 304, "observed_at": "2026-07-08T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-52969409-3a57-476e-883c-e13c81fc0f8b", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/core/2\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Asterforge, Orbit Field, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 340, "observed_at": "2026-07-10T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-52a21d94-e027-4865-8c2f-1475b841c8c0", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/22\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Verano FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 301, "observed_at": "2026-07-12T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-52a7cb19-69cc-468b-8a57-ed933cc292c4", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/role/20\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 296, "observed_at": "2026-07-10T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-53248fed-2226-4ebe-80ef-adba682dae90", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/use_case/28\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-12T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-53603ff0-8440-4188-852f-8043bfbacfaa", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/role/15\",\"https://fieldservicereview.example/role/15\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 280, "observed_at": "2026-07-12T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-54d285aa-6227-41c5-8c80-0c7c49111ec3", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://asterforge.example/use_case/29\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-10T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-54e65763-71fc-4fdd-8ff3-191ebf4f2129", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/25\",\"https://hvacoperations.example/use_case/25\",\"https://northvalefsm.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 264, "observed_at": "2026-07-12T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-550f3f3a-5251-4ee5-84cb-9a9acdcd7039", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://northvalefsm.example/role/11\",\"https://hvacoperations.example/role/11\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 350, "observed_at": "2026-07-08T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-553d05f0-22b6-440a-8857-b376f9821a24", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/role/13\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 338, "observed_at": "2026-07-10T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-557f35c4-ccc6-4d62-8801-ccb465b216f0", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/role/11\",\"https://veranofsm.example/role/11\",\"https://servicetechforum.example/role/11\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 365, "observed_at": "2026-07-08T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-55aaa304-f120-4b23-89a6-e48e00639f08", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/role/15\",\"https://servicetechforum.example/role/15\",\"https://servicebuyersguide.example/role/15\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 280, "observed_at": "2026-07-10T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-55e8c411-7953-4fb5-8ecc-4586018402c9", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/use_case/23\",\"https://softwarecompare.example/use_case/23\",\"https://cindermark.example/use_case/23\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 287, "observed_at": "2026-07-12T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-5674dc44-52ef-43a5-8728-ac61e9c84d69", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://asterforge.example/evaluation/35\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-08T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-56a3e77f-c86e-487e-8c08-2d9315fce6a9", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/core/7\",\"https://asterforge.example/core/7\",\"https://servicebuyersguide.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 322, "observed_at": "2026-07-08T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-56d071b5-e487-430a-803e-872636844044", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/role/11\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 365, "observed_at": "2026-07-12T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-5780e779-d5f4-4d09-8bb9-3e5b3405a981", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://asterforge.example/use_case/21\",\"https://softwarecompare.example/use_case/21\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 295, "observed_at": "2026-07-12T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-5782725c-f58a-48ae-86db-b9dc489d6fe4", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://trakwell.example/role/14\",\"https://asterforge.example/role/14\",\"https://orbitfield.example/role/14\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-10T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-58227848-6972-45c0-8793-14f74e0ee977", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/role/15\",\"https://hvacoperations.example/role/15\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 292, "observed_at": "2026-07-12T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-5877bd6e-1a99-4878-8e6b-5bd40c813a8e", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/use_case/30\",\"https://operationsweekly.example/use_case/30\",\"https://hvacoperations.example/use_case/30\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM, Orbit Field, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 339, "observed_at": "2026-07-08T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-591662e4-47fc-435e-8b3b-c22cb5f6e76a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/use_case/24\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 287, "observed_at": "2026-07-10T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-5a543022-311c-4ad9-8a3c-4183be670ccf", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://operationsweekly.example/use_case/22\",\"https://servicetechforum.example/use_case/22\",\"https://trakwell.example/use_case/22\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-10T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-5a7880c6-d066-4362-8265-c68728e80103", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/role/12\",\"https://trakwell.example/role/12\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 292, "observed_at": "2026-07-10T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-5a9d837f-dda7-4c20-83e5-d50a35778bc9", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/role/17\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-10T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-5adbc732-116c-440f-840e-8bd8d68cb2c0", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://orbitfield.example/core/9\",\"https://servicebuyersguide.example/core/9\",\"https://trakwell.example/core/9\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Asterforge, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 313, "observed_at": "2026-07-12T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-5ba1501d-4f3c-49b5-8de3-289dbd0d416a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/core/1\",\"https://orbitfield.example/core/1\",\"https://servicebuyersguide.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 240, "observed_at": "2026-07-10T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-5c1de373-508f-4bf1-8b33-b202f3608b94", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://fieldservicereview.example/use_case/25\",\"https://servicebuyersguide.example/use_case/25\",\"https://operationsweekly.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How does a company give subcontractors limited access to work orders?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-5c353dcf-ad0c-4e57-8bf2-545fcaaa1b03", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://hvacoperations.example/role/16\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 304, "observed_at": "2026-07-12T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-5ce294cc-ab24-4a53-859d-1dbce86f88a1", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/core/7\",\"https://veranofsm.example/core/7\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-08T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-5d1a1ccf-0f88-466d-8f70-dc43b085c82e", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://operationsweekly.example/core/4\",\"https://cindermark.example/core/4\",\"https://northvalefsm.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-5d4c6f3d-d268-4e20-8a9b-58f90a645a8f", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-08T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-5d735b78-890a-4d09-8fae-7045c0ba5ae1", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/19\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-12T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-5db0b838-a375-4e19-824a-751cd786589b", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/core/6\",\"https://cindermark.example/core/6\",\"https://trakwell.example/core/6\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-08T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-5db2f4c0-9f05-479c-882d-8a8432c0bb35", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/use_case/27\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-10T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-5e85166f-77db-4d8f-8ed0-4c16e751839c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/role/18\",\"https://servicetechforum.example/role/18\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-10T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-5f0cd10a-d2e1-40ba-83b4-abf569bd620d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/use_case/26\",\"https://servicebuyersguide.example/use_case/26\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 258, "observed_at": "2026-07-08T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-5f87ae24-2db0-4768-8757-647dc931487f", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 320, "observed_at": "2026-07-08T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-600fb6f0-ffc1-44cc-8318-5f5f44687bf7", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://operationsweekly.example/use_case/30\",\"https://orbitfield.example/use_case/30\",\"https://hvacoperations.example/use_case/30\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-10T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-60997b6c-488e-483b-83b3-33717e22d118", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/role/19\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-08T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-60a34f87-59d4-4ece-8b86-f94c3b35cf2c", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-14T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-60eba8a0-a1e9-4d8c-872a-91eb9e23ba58", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/26\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 322, "observed_at": "2026-07-10T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-613e425e-366c-4c86-802a-7daec72d7659", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/30\",\"https://trakwell.example/use_case/30\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-625705d9-cd4c-4127-86d5-0f139a6eb9ee", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/role/16\",\"https://fieldservicereview.example/role/16\",\"https://northvalefsm.example/role/16\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-08T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-62634efb-810a-45aa-834d-06699d4a7a0e", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/core/6\",\"https://trakwell.example/core/6\",\"https://servicebuyersguide.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-07-12T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-62fcc234-9761-4658-8f89-2c39cdb9b5cb", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/role/19\",\"https://fieldservicereview.example/role/19\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-10T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-6347bf90-b76b-4463-8c38-b2adcce9662a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/core/1\",\"https://fieldservicereview.example/core/1\",\"https://operationsweekly.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-08T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-645924eb-d7c2-4a04-8a7e-1e914644d298", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/role/19\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-10T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-6462b8d0-27da-4de8-87af-376903d17bc6", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/core/2\",\"https://veranofsm.example/core/2\",\"https://trakwell.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-07-12T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-64d7f92a-19eb-434b-8e77-b3e8a2be3b48", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/use_case/25\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 275, "observed_at": "2026-07-08T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-64e7737b-cef7-4c7a-8525-94e74ecc7b0b", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/use_case/27\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-08T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-65125c91-7cca-46bd-8862-986ff3741e27", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/evaluation/33\",\"https://operationsweekly.example/evaluation/33\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 320, "observed_at": "2026-07-12T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-65bb10aa-b414-48ea-810e-3a7f3006ce88", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://cindermark.example/core/2\",\"https://hvacoperations.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-08T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-65d7fe78-b401-48db-8642-0a41e5125d5c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/role/19\",\"https://cindermark.example/role/19\",\"https://servicetechforum.example/role/19\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-10T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-6618e27d-537f-49b1-87bf-70177ee085b3", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://cindermark.example/core/2\",\"https://trakwell.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-10T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-66d46460-757f-43da-8bae-8d8384e7ed2d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicetechforum.example/core/9\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What software is used to manage a mobile service workforce?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 313, "observed_at": "2026-07-08T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-67c68757-76a7-417d-87ec-12b6354e24a5", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/role/11\",\"https://northvalefsm.example/role/11\",\"https://orbitfield.example/role/11\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-10T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-67c9771e-beb5-4df6-80a2-11d8da591ae9", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/role/18\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-12T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-683e0a6d-0ac4-453d-8fbb-70c142d60e47", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/use_case/28\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 262, "observed_at": "2026-07-12T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-6884211a-d5c8-43b0-802c-6e0aa7ade651", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://fieldservicereview.example/core/4\",\"https://cindermark.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-10T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-68f1d3e2-24ec-4086-8f1d-64f7084c52ab", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/evaluation/35\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-08T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-698ff66a-e473-438a-8ea0-3a9f17a2b93f", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/use_case/27\",\"https://servicebuyersguide.example/use_case/27\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-10T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-69c31315-1de3-4516-8415-93c47b942fc4", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_aio", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/2\",\"https://orbitfield.example/core/2\",\"https://veranofsm.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-14T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-6a33a6bf-63b4-4de6-8936-54db6593d23d", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/18\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-12T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-6acbd17c-5bae-44a7-8cf8-17ed82fd4148", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicebuyersguide.example/role/11\",\"https://orbitfield.example/role/11\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a service operations director, which software should I evaluate to cut technician drive time?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 350, "observed_at": "2026-07-10T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-6b00cb4f-37bd-4029-894e-9edee346c83e", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/33\",\"https://orbitfield.example/evaluation/33\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 308, "observed_at": "2026-07-08T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-6ba39455-477a-4710-8ee1-6b6894e1d457", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/core/6\",\"https://operationsweekly.example/core/6\",\"https://trakwell.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-10T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-6be14d36-5eb7-483d-8ef0-5adba38929bb", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "claude", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/2\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-14T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-6bf1f756-2528-4813-8208-f24b2500f342", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://servicetechforum.example/core/7\",\"https://orbitfield.example/core/7\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 307, "observed_at": "2026-07-14T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-6c5bc76e-c0bf-4ac8-84ee-3e1f6d3debed", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/core/6\",\"https://cindermark.example/core/6\",\"https://hvacoperations.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-6d44ab4d-93be-425b-808e-40ba998b5abf", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/26\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-12T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-6d5b253f-3ba1-4721-8579-47018d349638", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://northvalefsm.example/core/9\",\"https://servicetechforum.example/core/9\",\"https://veranofsm.example/core/9\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-07-10T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-6e9c0818-8883-433b-8502-393065f8d4cd", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-12T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-6ede7c52-3701-4d94-8b2b-d45c7da0ce8b", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/evaluation/35\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-12T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-6fb5624d-d544-4499-899f-6b304afe89d1", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": "Timeout", "answer_full": "", "answer_len": 0, "observed_at": "2026-07-08T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-6fddfe4f-ca03-4e58-815a-19e4ca18cefd", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/evaluation/32\",\"https://cindermark.example/evaluation/32\",\"https://veranofsm.example/evaluation/32\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-7021b76f-9fe7-4923-84be-e730e064242b", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/role/17\",\"https://orbitfield.example/role/17\",\"https://softwarecompare.example/role/17\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 340, "observed_at": "2026-07-12T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-7099e78f-947e-420d-8e98-7df10fb20cfc", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://operationsweekly.example/role/17\",\"https://softwarecompare.example/role/17\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-07-08T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-70a9048b-ef8c-4842-89bd-e9bdf557597f", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-10T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-7136dfd0-2de2-4447-86ca-7b42fcc4aa5e", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/evaluation/34\",\"https://servicetechforum.example/evaluation/34\",\"https://trakwell.example/evaluation/34\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-10T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-71e7556f-579e-4f22-8181-65d3ce9a29a3", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/role/12\",\"https://veranofsm.example/role/12\",\"https://trakwell.example/role/12\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 292, "observed_at": "2026-07-12T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-72a7f7d7-87ee-4cd2-82fb-851113e5a78f", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/role/14\",\"https://hvacoperations.example/role/14\",\"https://cindermark.example/role/14\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-08T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-72b30a6f-1e91-4d60-8e89-e789a8362205", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://hvacoperations.example/use_case/30\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What software shortens the time between job completion and invoice?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 321, "observed_at": "2026-07-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-740b94bc-707a-44c3-8c5b-6646e5882e42", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/core/8\",\"https://hvacoperations.example/core/8\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 330, "observed_at": "2026-07-12T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-748a2b64-ff44-4641-86f6-30bd3ac2f72a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://veranofsm.example/evaluation/34\",\"https://trakwell.example/evaluation/34\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 261, "observed_at": "2026-07-10T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-748e1099-8154-4cfd-8e41-e9c0df985817", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/23\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 287, "observed_at": "2026-07-12T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-7569a7a8-79cf-4ec9-8e80-df06eadf8f75", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://northvalefsm.example/role/13\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 338, "observed_at": "2026-07-08T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-7592dfd8-3d13-48ff-8043-ba47ea9a43d3", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/core/10\",\"https://cindermark.example/core/10\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-10T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-75af89ab-ca82-4045-8767-50b02da2524b", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "chatgpt", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://operationsweekly.example/core/6\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-14T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-75c10007-9ef2-42c9-8364-32b30600139f", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicebuyersguide.example/role/19\",\"https://northvalefsm.example/role/19\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a warehouse manager, which field service system tracks van stock accurately?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-12T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-76236483-1184-469f-8d9c-d04096cb651d", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/evaluation/31\",\"https://veranofsm.example/evaluation/31\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-12T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-76a0854a-2997-42e0-8df6-09bb5e5fb6e5", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://orbitfield.example/core/3\",\"https://veranofsm.example/core/3\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-12T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-7724b07e-6188-4ca1-804c-3b3d08bd8231", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://northvalefsm.example/use_case/23\",\"https://servicetechforum.example/use_case/23\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How can a service business quote and invoice from the field on the same day?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-10T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-77812f62-c04b-4e26-8884-3c00370ae57a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/core/4\",\"https://hvacoperations.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 320, "observed_at": "2026-07-08T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-778a7bbd-d62c-4070-8200-36f26455c94c", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://orbitfield.example/use_case/27\",\"https://hvacoperations.example/use_case/27\",\"https://servicebuyersguide.example/use_case/27\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How does a service business plan technician capacity for the next quarter?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-12T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-7832dfbf-9e44-46d6-8b7a-cdcb25127bdb", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/33\",\"https://hvacoperations.example/evaluation/33\",\"https://northvalefsm.example/evaluation/33\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 308, "observed_at": "2026-07-12T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-783643a7-0f57-4425-88cc-72c9ba98819a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://veranofsm.example/use_case/21\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-08T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-788fea39-3179-483c-8797-a34c59c5bad5", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://trakwell.example/core/8\",\"https://veranofsm.example/core/8\",\"https://softwarecompare.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-10T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-78f97b3a-9d09-4d22-861f-c229ee3abb51", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/use_case/26\",\"https://northvalefsm.example/use_case/26\",\"https://trakwell.example/use_case/26\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-10T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-7937f624-8ea5-4626-86f9-2ff0c5171c3b", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/role/16\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 304, "observed_at": "2026-07-08T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-79651f70-0ebd-491a-81dd-b79ebb0fd163", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://cindermark.example/role/18\",\"https://softwarecompare.example/role/18\",\"https://veranofsm.example/role/18\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-08T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-7a17f80a-0eb0-4e7c-8f0e-fe820c7e51fe", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/role/13\",\"https://fieldservicereview.example/role/13\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-12T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-7a28aac1-9827-4fa4-8c6e-4ea2bf6a7bf2", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/core/1\",\"https://orbitfield.example/core/1\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 302, "observed_at": "2026-07-08T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-7a305d05-5d5d-459e-8528-d943a2aa6d91", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "claude", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/1\",\"https://operationsweekly.example/core/1\",\"https://asterforge.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-14T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-7a7dabdf-f683-4e32-865e-189d1dffa331", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://northvalefsm.example/evaluation/33\",\"https://servicebuyersguide.example/evaluation/33\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-08T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-7a93097a-c606-4668-8c0b-f897ec722209", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/role/15\",\"https://cindermark.example/role/15\",\"https://hvacoperations.example/role/15\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 292, "observed_at": "2026-07-08T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-7be997c9-877b-47b6-87f7-5fc332966788", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/use_case/29\",\"https://hvacoperations.example/use_case/29\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-12T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-7c5eb098-c3ea-4e7e-80a1-184daf8282e6", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/use_case/23\",\"https://veranofsm.example/use_case/23\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-10T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-7c8e7e3f-6d2c-4daf-8adb-b183f6069048", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/role/14\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-7ce33c07-2b31-453d-888e-2d29cc5ecdef", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/30\",\"https://operationsweekly.example/use_case/30\",\"https://softwarecompare.example/use_case/30\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM, Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 290, "observed_at": "2026-07-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-7d8a5845-c261-4caf-8597-4dd52beea0ee", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/role/18\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-08T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-7d937e43-f5b9-4df1-878a-9b338d1bc84d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/use_case/30\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 314, "observed_at": "2026-07-08T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-7daf20a5-5fa6-4c83-80ab-0be27a16088c", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://veranofsm.example/role/18\",\"https://northvalefsm.example/role/18\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a procurement lead, what should I ask a field service software vendor before signing?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-08T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-7e14a29f-2591-45a4-8a81-fe5458830d77", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/use_case/21\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-10T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-7e7e2b0c-f122-4934-817d-f420483de4d1", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 301, "observed_at": "2026-07-08T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-7ee5ba73-2ebd-4d07-86e0-e5aeed0e306a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/29\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Verano FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 285, "observed_at": "2026-07-10T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-7f4e2dd7-e233-4ee4-8980-6d6fa30972ba", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://trakwell.example/role/13\",\"https://operationsweekly.example/role/13\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As an IT manager, which field service software offers an open API and webhooks?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-10T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-7fa46369-0886-4425-87e6-898b80bda2a3", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "perplexity", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/core/2\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-14T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-7faecce9-9d49-4e37-8fcb-573c26efd2b9", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://operationsweekly.example/role/18\",\"https://northvalefsm.example/role/18\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-12T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-7fc383b1-96e9-4016-8e83-d60e5a0fe436", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/26\",\"https://asterforge.example/use_case/26\",\"https://operationsweekly.example/use_case/26\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-08T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-7fcfcbc7-9ec3-4ec9-849b-aa88ac94bb4e", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/role/19\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-10T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-7ff64b4f-ee9a-4bb3-88b8-efec099092f2", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-08T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-800d065b-a163-40a8-8d1a-7d206f66a90d", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/role/15\",\"https://servicetechforum.example/role/15\",\"https://northvalefsm.example/role/15\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 280, "observed_at": "2026-07-10T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-80316099-cad7-44a2-8dca-7704d253290f", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "claude", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/core/8\",\"https://servicebuyersguide.example/core/8\",\"https://fieldservicereview.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-14T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-80d81c23-cd13-4e59-88be-95c5abdca8fa", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/core/7\",\"https://softwarecompare.example/core/7\",\"https://veranofsm.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-12T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-80ff5424-bdc8-4128-82c9-acbdf12a31f2", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://northvalefsm.example/role/20\",\"https://cindermark.example/role/20\",\"https://veranofsm.example/role/20\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 296, "observed_at": "2026-07-10T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-81d43578-39c4-48cb-883a-5afd40cb7108", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": "Timeout", "answer_full": "", "answer_len": 0, "observed_at": "2026-07-08T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-82646d39-f8a6-4dcd-8766-39e6d664012d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://operationsweekly.example/role/15\",\"https://hvacoperations.example/role/15\",\"https://cindermark.example/role/15\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-08T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-82ae82c9-be17-46d8-8cb6-dd9b3db6001d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/30\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-08T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-838a591b-05af-4c10-849f-d44e3f6eb2b4", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/29\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 258, "observed_at": "2026-07-10T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-84110311-07ea-47d4-8c73-7a59dd5a86ff", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/core/9\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 318, "observed_at": "2026-07-10T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-8468224e-48b5-4a66-891e-984aadeeea61", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/core/2\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-08T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-846f6d1f-c5d3-4f15-8908-d6b75582fbd9", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/use_case/24\",\"https://servicebuyersguide.example/use_case/24\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-8494683c-13f6-4bde-8138-530f8b69dc85", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 296, "observed_at": "2026-07-10T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-84aa66f4-6ccd-402a-84ef-3f87ae995ebf", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 338, "observed_at": "2026-07-10T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-86984f21-6e47-4eb6-8031-65c3f9815e09", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/6\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-07-10T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-86e47fcf-20e5-47da-8d1d-f4b04a59e9d1", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/core/4\",\"https://softwarecompare.example/core/4\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-12T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-87777e59-bbab-4da7-81ab-d04e7650625c", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://orbitfield.example/use_case/29\",\"https://cindermark.example/use_case/29\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-08T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-87804279-c09a-4912-83f6-f8b449964f6c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/7\",\"https://trakwell.example/core/7\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-10T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-8780e326-4ae3-46ab-8962-9f09b072e477", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/use_case/27\",\"https://northvalefsm.example/use_case/27\",\"https://cindermark.example/use_case/27\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-12T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-88645a5b-3d5d-4733-8d35-f14fc43801c7", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/core/1\",\"https://fieldservicereview.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 240, "observed_at": "2026-07-12T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-88b0ca84-e678-4b3f-8b52-7aebf6f8309c", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/role/14\",\"https://trakwell.example/role/14\",\"https://orbitfield.example/role/14\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 296, "observed_at": "2026-07-12T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-89e6e0f1-d3a1-4825-8a07-c28e8d8cad39", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/core/1\",\"https://servicetechforum.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-10T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-8a0d9805-59ea-4c40-82c7-a02843bbdf4a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/22\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Northvale FSM, Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 316, "observed_at": "2026-07-08T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-8a3a6ac5-9eca-477d-82ef-57d9189d16f5", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/use_case/22\",\"https://hvacoperations.example/use_case/22\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 365, "observed_at": "2026-07-12T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-8aeb4397-4831-4371-8298-a9b3eac0040c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/25\",\"https://orbitfield.example/use_case/25\",\"https://veranofsm.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 262, "observed_at": "2026-07-10T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-8b231a64-b6b4-48d7-8403-bebe255b32f4", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://cindermark.example/evaluation/32\",\"https://operationsweekly.example/evaluation/32\",\"https://asterforge.example/evaluation/32\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What is a typical implementation timeline for field service software?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-8ba94982-8a9a-4cd5-848c-dd2c4508ed85", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/evaluation/34\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 262, "observed_at": "2026-07-10T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-8bef8a2a-2425-4d28-8846-eb9b8a8989a6", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/role/20\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM, Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 308, "observed_at": "2026-07-12T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-8c5280c1-f5e0-468e-8e9c-4061f5340219", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/role/11\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-10T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-8cc00866-6785-47aa-8e06-c480bc57b71d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://cindermark.example/core/9\",\"https://northvalefsm.example/core/9\",\"https://servicetechforum.example/core/9\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 313, "observed_at": "2026-07-08T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-8ccfe890-b624-4323-8698-1b1b5eee75c6", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/core/7\",\"https://trakwell.example/core/7\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-10T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-8d698131-939d-4ed7-881e-baa37468dedb", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://hvacoperations.example/core/5\",\"https://asterforge.example/core/5\",\"https://northvalefsm.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-10T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-8de60335-51fe-41ce-8432-47447ad4ff77", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicetechforum.example/evaluation/31\",\"https://trakwell.example/evaluation/31\",\"https://operationsweekly.example/evaluation/31\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How much does field service management software cost per technician?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-08T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-8defe43c-158c-4f7a-8fbd-584c8a2b6a09", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/core/1\",\"https://trakwell.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 240, "observed_at": "2026-07-12T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-8e1fb6a0-bb7d-4652-85a3-77527c636182", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://northvalefsm.example/role/18\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a procurement lead, what should I ask a field service software vendor before signing?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-12T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-8ea03c39-342f-4761-8678-5ced47255c22", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://operationsweekly.example/role/17\",\"https://asterforge.example/role/17\",\"https://northvalefsm.example/role/17\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-07-12T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-8ea510e7-9434-4251-8d5b-93c268182877", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/4\",\"https://fieldservicereview.example/core/4\",\"https://servicebuyersguide.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 261, "observed_at": "2026-07-12T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-8efd70d5-19fd-477f-8a75-27092bb7ad75", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/33\",\"https://servicebuyersguide.example/evaluation/33\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 320, "observed_at": "2026-07-10T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-8f1363a7-d2ae-4369-8fcf-d644fbbd88a4", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://orbitfield.example/use_case/28\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What system links asset history to each service visit?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 308, "observed_at": "2026-07-10T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-8f628c0b-a0bc-4f60-8178-f92b04760d78", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/use_case/23\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-10T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-8f6d0053-9c6c-4e97-8002-36f650a3e2df", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/30\",\"https://cindermark.example/use_case/30\",\"https://hvacoperations.example/use_case/30\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 288, "observed_at": "2026-07-10T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-9141317a-9e8c-485f-8b7f-f91e9267d3cc", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://northvalefsm.example/use_case/29\",\"https://servicetechforum.example/use_case/29\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Verano FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-12T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-91477ee0-a224-4994-80ed-4dd01e41cda0", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://northvalefsm.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-07-12T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-9186b82b-c0b4-4047-8c02-549a2a93d71e", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/core/4\",\"https://operationsweekly.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 261, "observed_at": "2026-07-10T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-91fb2dc5-b43a-4cdc-8507-fa9958949e50", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "chatgpt", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/core/2\",\"https://cindermark.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-14T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-93276e6e-137b-4283-8f02-f23010518db7", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/core/10\",\"https://hvacoperations.example/core/10\",\"https://operationsweekly.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 298, "observed_at": "2026-07-12T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-93c03539-ff16-4497-87b2-9c3be17df1c3", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-10T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-947b745b-41ea-4139-8181-56c6d8e96a14", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://veranofsm.example/evaluation/35\",\"https://fieldservicereview.example/evaluation/35\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-10T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-94fb10a5-406d-4103-8daf-91551c30e9a2", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://hvacoperations.example/core/8\",\"https://fieldservicereview.example/core/8\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 295, "observed_at": "2026-07-08T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-956431b6-9a29-434b-80e7-5a817d2c6c5a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://operationsweekly.example/use_case/22\",\"https://cindermark.example/use_case/22\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 338, "observed_at": "2026-07-10T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-965ffb7e-8d15-4e87-8fb5-2d382c12f685", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/role/12\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 287, "observed_at": "2026-07-12T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-969022b0-7caa-409d-8acc-61be4f40ea86", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/role/11\",\"https://servicetechforum.example/role/11\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-10T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-9696d277-868f-4fea-8d23-c9c2b0124482", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/core/1\",\"https://servicetechforum.example/core/1\",\"https://trakwell.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-10T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-970cd9bf-d860-4cf5-800d-9617c96024bf", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/role/16\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-12T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-9774c53a-6907-45aa-87a4-09f0df2b50ab", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/6\",\"https://asterforge.example/core/6\",\"https://trakwell.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-08T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-9845626c-8c71-4bb7-85ac-75222c44819a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://operationsweekly.example/evaluation/34\",\"https://veranofsm.example/evaluation/34\",\"https://servicetechforum.example/evaluation/34\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How do field service software vendors price offline mobile access?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-10T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-9926ae2e-c446-4e18-8d80-c021c3222027", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://northvalefsm.example/core/2\",\"https://asterforge.example/core/2\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 315, "observed_at": "2026-07-12T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-998e1aea-3ab1-4987-87f7-3820c0350583", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/core/4\",\"https://trakwell.example/core/4\",\"https://fieldservicereview.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 261, "observed_at": "2026-07-12T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-99d55477-fbb3-4da8-89bf-b1966f04316e", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/evaluation/31\",\"https://northvalefsm.example/evaluation/31\",\"https://hvacoperations.example/evaluation/31\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 327, "observed_at": "2026-07-10T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-9a4cccc9-9648-4466-80ad-3a452ffbe24b", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/25\",\"https://servicetechforum.example/use_case/25\",\"https://northvalefsm.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How does a company give subcontractors limited access to work orders?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-9ac7aba8-c1ab-44a1-816a-a18ade3fd2a0", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/core/1\",\"https://trakwell.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 297, "observed_at": "2026-07-12T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-9afe6e53-281b-40eb-80d5-3f4352d323df", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "claude", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://trakwell.example/core/6\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-14T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-9bf71f35-8591-4e33-8a39-9a4891a9caa3", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-9c0be8c2-cfa2-430e-8389-e0a3afb73e7a", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/4\",\"https://orbitfield.example/core/4\",\"https://softwarecompare.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-12T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-9c1229b3-e49e-4b23-8b2a-315e13261d18", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://hvacoperations.example/use_case/22\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-10T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-9c2df15a-be98-4c1c-89cc-5c63a462ff88", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://cindermark.example/core/1\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-12T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-9d27654b-7e99-49f4-8274-9e39c6ff106b", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/role/20\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-10T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-9f7a416f-44b4-4c6c-893c-8b61b6df5534", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/role/11\",\"https://fieldservicereview.example/role/11\",\"https://asterforge.example/role/11\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 343, "observed_at": "2026-07-10T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-a1c60585-e61b-4c2f-873d-6caff02996e2", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-12T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-a228d3d2-cdf9-419e-8501-77effaa1a6dc", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/25\",\"https://veranofsm.example/use_case/25\",\"https://operationsweekly.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-a2cd4c17-0e43-4674-8be4-2295aa48a94a", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://orbitfield.example/evaluation/35\",\"https://veranofsm.example/evaluation/35\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-12T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-a3189f91-5c55-4639-844b-72036ddd45dd", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/role/14\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 297, "observed_at": "2026-07-10T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-a4250cc0-af7f-426b-80ac-89a4a7313e04", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://veranofsm.example/role/17\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-07-12T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-a5072451-c891-4cf8-89bf-e0163828537d", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/32\",\"https://servicebuyersguide.example/evaluation/32\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 262, "observed_at": "2026-07-10T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-a531342f-c747-423e-8f83-2c65e57d14d2", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/use_case/22\",\"https://softwarecompare.example/use_case/22\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Northvale FSM, Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 316, "observed_at": "2026-07-12T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-a56a92ca-d832-40c3-8fa9-09f33937c7a1", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/31\",\"https://orbitfield.example/evaluation/31\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-08T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-a57a99cd-b6e9-4287-8ee7-2fcf34f18a94", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_aio", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/core/1\",\"https://asterforge.example/core/1\",\"https://veranofsm.example/core/1\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-14T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-a57e9aaf-0419-4e94-8685-0a74b12772fe", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://northvalefsm.example/core/2\",\"https://trakwell.example/core/2\",\"https://fieldservicereview.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Asterforge, Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-07-08T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-a5854d7a-04cc-4292-8506-87a7d01016df", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/21\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 317, "observed_at": "2026-07-12T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-a67c1af0-914b-4df7-8425-70778f899fec", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/core/7\",\"https://veranofsm.example/core/7\",\"https://orbitfield.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-12T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-a689e50a-c5ba-45d6-8da1-56a839630d86", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": "NoOverview", "answer_full": "", "answer_len": 0, "observed_at": "2026-07-10T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-a7caa195-ffa7-49ce-832d-564a42914440", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "perplexity", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://veranofsm.example/core/8\",\"https://asterforge.example/core/8\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Asterforge, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 329, "observed_at": "2026-07-14T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-a7dc4824-776c-48b7-89e0-00d2a5d34715", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://hvacoperations.example/evaluation/34\",\"https://softwarecompare.example/evaluation/34\",\"https://trakwell.example/evaluation/34\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-12T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-a8af27f3-a025-46e1-8355-5defa0b2873b", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/core/3\",\"https://operationsweekly.example/core/3\",\"https://asterforge.example/core/3\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 348, "observed_at": "2026-07-08T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-a8cd29d7-4580-4f2d-8f89-13f432c537ac", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/30\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-a9a8f8d6-8a88-4923-8ea3-e69485b3dd2d", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/core/10\",\"https://veranofsm.example/core/10\",\"https://servicetechforum.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-10T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-a9d697c9-85fa-440a-8425-3f84ff8a668c", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/10\",\"https://servicetechforum.example/core/10\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-12T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-aa6e294d-c122-43b7-8e3a-1b4a209d527b", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://asterforge.example/role/12\",\"https://northvalefsm.example/role/12\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-10T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-ab3213fb-665a-4d61-8a40-d53afbb60e0b", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://northvalefsm.example/evaluation/33\",\"https://hvacoperations.example/evaluation/33\",\"https://trakwell.example/evaluation/33\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM, Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-07-10T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-ab4e6496-4e3c-46b7-8e44-f0c8cfc12eae", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 11, "question_text": "As a service operations director, which software should I evaluate to cut technician drive time?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://northvalefsm.example/role/11\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service operations director, which software should I evaluate to cut technician drive time?\" are most often pointed to Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 340, "observed_at": "2026-07-12T10:17:00.000Z", "contract_version": "1.1" }, { "id": "observation-ab56eba4-57e0-438e-8c4a-bcc2e49742de", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/role/13\",\"https://northvalefsm.example/role/13\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM, Verano FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 350, "observed_at": "2026-07-10T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-ac69fae4-e6ee-4160-8da6-84f1502d41cf", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/use_case/22\",\"https://northvalefsm.example/use_case/22\",\"https://servicebuyersguide.example/use_case/22\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 341, "observed_at": "2026-07-10T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-adb29083-31ca-4d0b-84bd-6056521d1e3f", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/2\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-08T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-ae1f13fa-741e-4944-861b-d7c6c51a3b3d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/role/13\",\"https://servicebuyersguide.example/role/13\",\"https://trakwell.example/role/13\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Verano FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-08T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-af69b249-2ed4-45fb-8e7c-576b45a67c58", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/role/17\",\"https://softwarecompare.example/role/17\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 340, "observed_at": "2026-07-08T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-afd97f41-362b-40c2-8d65-86671a4061bd", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/role/19\",\"https://orbitfield.example/role/19\",\"https://veranofsm.example/role/19\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-08T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-b04d4373-1ccd-454f-8f96-4f2f1691e56b", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/core/1\",\"https://trakwell.example/core/1\",\"https://fieldservicereview.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 240, "observed_at": "2026-07-10T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-b064aedd-c0ae-4957-8300-1ec959080ada", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/24\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-10T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-b094228d-f980-411f-8ba4-dead5e346ca1", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/evaluation/35\",\"https://trakwell.example/evaluation/35\",\"https://softwarecompare.example/evaluation/35\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-10T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-b0b4f841-6af7-43a3-8a26-95b097a5d263", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/role/20\",\"https://fieldservicereview.example/role/20\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-12T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-b0b962ce-c247-4982-8c73-be3327c49740", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 261, "observed_at": "2026-07-10T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-b2a3912e-2f35-45ce-8bc1-18af2a84d963", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://veranofsm.example/role/20\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-12T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-b2dc402c-54a3-43f1-8dfc-754144028c0b", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/21\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 268, "observed_at": "2026-07-08T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-b37edce5-a157-4fb8-8677-7b073eed32c4", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/29\",\"https://cindermark.example/use_case/29\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-08T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-b4922d38-1b81-4865-88de-64d4a12c443a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicebuyersguide.example/evaluation/34\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How do field service software vendors price offline mobile access?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-08T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-b50607a5-0de1-454c-813a-24e13f1c5e82", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/5\",\"https://northvalefsm.example/core/5\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-07-08T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-b5ded97a-580a-4ef0-8f21-4cd0210b696f", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/26\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-08T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-b5e1743c-d34a-4669-8888-a435ec8d61ae", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/role/18\",\"https://softwarecompare.example/role/18\",\"https://hvacoperations.example/role/18\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-10T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-b6d0b786-e7da-4816-88cd-1c341ea4def8", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/role/16\",\"https://veranofsm.example/role/16\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 304, "observed_at": "2026-07-12T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-b77a4eaa-427d-444a-8f0b-3b3086030cb6", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/use_case/21\",\"https://softwarecompare.example/use_case/21\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-08T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-b7ff8687-fbda-48b8-8f43-7b078efd1258", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/25\",\"https://servicebuyersguide.example/use_case/25\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 262, "observed_at": "2026-07-12T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-b8128b3a-c924-420c-841f-1f6784e8909e", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicetechforum.example/role/15\",\"https://cindermark.example/role/15\",\"https://veranofsm.example/role/15\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a service manager, which software helps a team hit first time fix rate targets?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 287, "observed_at": "2026-07-10T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-b918bb72-0f60-4dd1-8da2-b6adf7b9eb1d", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://fieldservicereview.example/use_case/29\",\"https://servicebuyersguide.example/use_case/29\",\"https://operationsweekly.example/use_case/29\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-12T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-ba23dca2-e980-4a9e-8822-20760e37b23d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://orbitfield.example/role/15\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a service manager, which software helps a team hit first time fix rate targets?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 287, "observed_at": "2026-07-08T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-bae97c42-7e9e-4a74-8f16-3bfeefd58817", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/29\",\"https://orbitfield.example/use_case/29\",\"https://hvacoperations.example/use_case/29\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 256, "observed_at": "2026-07-08T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-bb269008-5ddf-477b-802e-b81b30cde9bd", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/role/20\",\"https://servicebuyersguide.example/role/20\",\"https://veranofsm.example/role/20\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 306, "observed_at": "2026-07-08T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-bb4677d1-f2bc-409a-8f6d-2431c1be6315", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/core/2\",\"https://cindermark.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 316, "observed_at": "2026-07-10T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-bb5ab1dc-117d-451b-896f-96275e843ee0", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 301, "observed_at": "2026-07-12T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-bb7c7c43-bdec-4b2a-8903-f7972cf42dbc", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://asterforge.example/evaluation/35\",\"https://servicetechforum.example/evaluation/35\",\"https://servicebuyersguide.example/evaluation/35\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-08T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-bbc624a3-7d9a-4d2e-8262-e9e0bca78fc7", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/use_case/25\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Verano FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-10T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-bbfe2f70-84f2-45ed-8652-e7f40c31d913", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/4\",\"https://softwarecompare.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 261, "observed_at": "2026-07-08T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-bc4d2f60-e61e-45b8-8438-c6cfe5367728", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/25\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-bcf8409c-5c0a-48d3-8119-8a4ddd4e22be", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-07-10T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-becc4f86-6ccd-40e6-8c60-8f737592aaf7", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/use_case/28\",\"https://northvalefsm.example/use_case/28\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-10T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-c1063c47-210f-47c4-8e03-6686dfd1e353", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://operationsweekly.example/use_case/24\",\"https://trakwell.example/use_case/24\",\"https://hvacoperations.example/use_case/24\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-10T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-c19a1b67-5c0f-47af-8d1f-8fd6a8eb8d72", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/evaluation/31\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 315, "observed_at": "2026-07-12T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-c1d3f0ce-c60f-471c-8ebe-fae62cd97854", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/evaluation/31\",\"https://fieldservicereview.example/evaluation/31\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-12T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-c1f4c877-df24-4553-860e-562f8b04599f", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": "Timeout", "answer_full": "", "answer_len": 0, "observed_at": "2026-07-08T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-c1ff963d-392e-41aa-8248-e24418e2cc7a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/role/12\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 302, "observed_at": "2026-07-10T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-c2022ca7-105f-4801-8569-fbf3123ea221", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-10T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-c35900e3-bb52-4a15-852d-da68a9264fcf", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/role/16\",\"https://servicebuyersguide.example/role/16\",\"https://softwarecompare.example/role/16\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-10T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-c38cf526-a948-4368-8fe3-09f890afbb8c", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://fieldservicereview.example/role/12\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 304, "observed_at": "2026-07-08T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-c38d7171-11c4-4744-8f0a-254e08ac314e", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/role/17\",\"https://softwarecompare.example/role/17\",\"https://veranofsm.example/role/17\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 340, "observed_at": "2026-07-10T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-c445dd9a-4f5b-4f0b-8fc4-feb00dc469fd", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/role/19\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-12T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-c510044d-487b-4419-8957-f1306f216e17", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://orbitfield.example/core/5\",\"https://hvacoperations.example/core/5\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-08T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-c7226ace-f594-4004-8ba7-246c39c13eb9", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/use_case/24\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 336, "observed_at": "2026-07-08T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-c7d0b2d9-aefd-4271-8bdf-2e2ad146695d", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://fieldservicereview.example/evaluation/34\",\"https://orbitfield.example/evaluation/34\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How do field service software vendors price offline mobile access?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 262, "observed_at": "2026-07-10T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-c81a4cdd-bef6-43c7-8362-826ed629a625", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/use_case/22\",\"https://orbitfield.example/use_case/22\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" are most often pointed to Asterforge, Verano FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 313, "observed_at": "2026-07-10T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-c888cfaf-c64a-474c-8177-33bda5cd628f", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Asterforge, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 315, "observed_at": "2026-07-10T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-c8c7b7c4-8814-4aa6-8f52-0cb221cc1457", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://cindermark.example/use_case/24\",\"https://servicetechforum.example/use_case/24\",\"https://orbitfield.example/use_case/24\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-12T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-c93c1730-274b-4b7d-892a-5f0c926b5b64", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/26\",\"https://servicebuyersguide.example/use_case/26\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 258, "observed_at": "2026-07-12T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-c999bef1-d8eb-4022-8df0-76706d21ad94", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/core/6\",\"https://cindermark.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-c9c8e7a6-bd57-44f1-8f8e-424b241eb786", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://asterforge.example/core/8\",\"https://hvacoperations.example/core/8\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-10T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-ca45231f-bcd2-4327-87a1-67438739c5f4", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/core/2\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-10T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-ca724c1d-4278-4dfb-8ef6-fd7d1e4141a9", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/role/14\",\"https://asterforge.example/role/14\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-12T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-ca85f83f-137a-4fab-865f-5732c11c654b", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/evaluation/33\",\"https://servicetechforum.example/evaluation/33\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 308, "observed_at": "2026-07-12T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-ca8bb855-af68-468b-818a-fba62e4e4f41", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/evaluation/31\",\"https://trakwell.example/evaluation/31\",\"https://northvalefsm.example/evaluation/31\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-12T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-cb43b761-317e-4c0a-8b5e-5cc350849461", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/6\",\"https://fieldservicereview.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-14T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-cb481624-7684-478a-806b-80010168a03a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://northvalefsm.example/use_case/27\",\"https://asterforge.example/use_case/27\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How does a service business plan technician capacity for the next quarter?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-10T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-cb579728-a279-409b-8fab-bb1e941768cb", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 16, "question_text": "As an operations lead, which platform scales from 50 to 500 technicians without a replatform?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicetechforum.example/role/16\",\"https://orbitfield.example/role/16\",\"https://veranofsm.example/role/16\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As an operations lead, which platform scales from 50 to 500 technicians without a replatform?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 298, "observed_at": "2026-07-12T15:52:00.000Z", "contract_version": "1.1" }, { "id": "observation-cbc4f460-2ae4-4555-8aff-410c7be50a5a", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://cindermark.example/role/17\",\"https://orbitfield.example/role/17\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-07-12T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-cc1aa57a-2cfd-4b94-8a0e-aa0fbd83fe99", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://orbitfield.example/role/18\",\"https://hvacoperations.example/role/18\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-10T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-cc24f219-1aab-43d2-8b5d-c1536fc34449", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/role/13\",\"https://trakwell.example/role/13\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 277, "observed_at": "2026-07-12T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-cc33514e-962b-4718-87f2-34d75b06dcbc", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-12T16:56:00.000Z", "contract_version": "1.1" }, { "id": "observation-cc4fe704-b0bb-42d0-8812-9fdcd3814995", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/role/18\",\"https://hvacoperations.example/role/18\",\"https://operationsweekly.example/role/18\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-12T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-ccf0e7fb-56ae-4070-885e-8a48675f3461", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 33, "question_text": "Which field service platforms offer month to month contracts?", "slot": "evaluation", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/evaluation/33\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms offer month to month contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-08T14:51:00.000Z", "contract_version": "1.1" }, { "id": "observation-cd51c90f-4d97-45d1-854b-d9644d1a1ced", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/role/17\",\"https://trakwell.example/role/17\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 288, "observed_at": "2026-07-10T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-ce78e05c-51e5-4e5d-8c0b-64cdad4f5ce9", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 311, "observed_at": "2026-07-12T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-cec9db9b-f554-45ee-8c0d-beecfaa7465a", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://orbitfield.example/evaluation/34\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How do field service software vendors price offline mobile access?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-12T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-ced86bcc-2b2c-47a5-89b2-72509c21a66d", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 34, "question_text": "How do field service software vendors price offline mobile access?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicetechforum.example/evaluation/34\",\"https://northvalefsm.example/evaluation/34\",\"https://veranofsm.example/evaluation/34\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How do field service software vendors price offline mobile access?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-12T15:58:00.000Z", "contract_version": "1.1" }, { "id": "observation-cf217fd8-db58-4ce0-8d53-5ff697dea2c2", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/24\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 262, "observed_at": "2026-07-08T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-cf33793d-88a5-44d4-8047-a30676f26d62", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/25\",\"https://orbitfield.example/use_case/25\",\"https://asterforge.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 265, "observed_at": "2026-07-08T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-cf7bd71f-1913-46a2-89a3-7d318f7809c6", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/role/12\",\"https://orbitfield.example/role/12\",\"https://softwarecompare.example/role/12\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 302, "observed_at": "2026-07-10T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-d196347d-bc01-41fd-87b7-251fb0d2242f", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://hvacoperations.example/evaluation/32\",\"https://cindermark.example/evaluation/32\",\"https://trakwell.example/evaluation/32\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What is a typical implementation timeline for field service software?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-d1b9f1e9-423a-44ee-843d-be78ee4472cd", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://asterforge.example/role/15\",\"https://veranofsm.example/role/15\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a service manager, which software helps a team hit first time fix rate targets?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 336, "observed_at": "2026-07-10T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-d1d888f3-daa0-4bdc-8a5a-986bad5090f9", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/core/5\",\"https://northvalefsm.example/core/5\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-12T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-d2507773-e8db-412a-867f-70b1f50223ad", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://trakwell.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What features should field service management software include?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 268, "observed_at": "2026-07-10T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-d28adabe-e646-431a-80e8-117b3a85caaa", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/core/9\",\"https://trakwell.example/core/9\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-12T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-d2b9b6a0-3cb8-48d4-82b9-1c8a95f11bc5", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/21\",\"https://orbitfield.example/use_case/21\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-12T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-d2f0e1bb-b626-4bb9-83ea-cd8ca2307616", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/2\",\"https://asterforge.example/core/2\",\"https://hvacoperations.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-12T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-d346225d-677f-4cd2-86dd-841e869f5671", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/core/3\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 360, "observed_at": "2026-07-08T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-d4d46a03-3028-4bdf-8629-31d2e77abaea", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/1\",\"https://trakwell.example/core/1\",\"https://hvacoperations.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 250, "observed_at": "2026-07-08T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-d5268ffe-1035-4a3d-8d1c-0b158c554160", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://orbitfield.example/use_case/22\",\"https://trakwell.example/use_case/22\",\"https://northvalefsm.example/use_case/22\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What software helps a heating and cooling contractor manage preventive maintenance agreements?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 348, "observed_at": "2026-07-08T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-d63c651c-456e-4da5-8ed3-a562be38880a", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/core/1\",\"https://softwarecompare.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 238, "observed_at": "2026-07-08T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-d66d4315-1458-41f2-88aa-f59f1f7e0d93", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://hvacoperations.example/core/5\",\"https://orbitfield.example/core/5\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How does field service management software differ from general work order software?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 288, "observed_at": "2026-07-08T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-d67a01ae-9171-4356-8324-e6e5d09af537", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://trakwell.example/evaluation/35\",\"https://hvacoperations.example/evaluation/35\",\"https://veranofsm.example/evaluation/35\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-07-10T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-d68e2578-f82d-4e41-80fd-fc227505875f", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/28\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 264, "observed_at": "2026-07-12T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-d7954858-45f5-4c7b-8fda-33232865ebee", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/28\",\"https://operationsweekly.example/use_case/28\",\"https://cindermark.example/use_case/28\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What system links asset history to each service visit?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-08T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-d930c9b1-06f9-4819-828f-9a24611aad86", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/core/9\",\"https://orbitfield.example/core/9\",\"https://softwarecompare.example/core/9\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 257, "observed_at": "2026-07-10T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-d9357030-cb3b-44fe-8946-a5d6c4bad69d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/role/20\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-08T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-d94a98d5-c61b-4c02-8edc-17ae4115deef", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/role/15\",\"https://cindermark.example/role/15\",\"https://hvacoperations.example/role/15\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 341, "observed_at": "2026-07-08T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-d955c7ce-becb-46bd-8b8c-eae637ba8f41", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/use_case/26\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-07-12T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-d996a016-261a-4b1f-8ea2-aa6579ed108c", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://northvalefsm.example/use_case/27\",\"https://operationsweekly.example/use_case/27\",\"https://servicebuyersguide.example/use_case/27\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-07-12T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-d9f75a9d-f0e2-46ac-86cd-f3b0089c5d8d", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-08T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-da7ae448-15bd-472a-8df7-916c1b6246af", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/30\",\"https://softwarecompare.example/use_case/30\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 265, "observed_at": "2026-07-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-db3ae125-762b-45d1-8171-c2904b2db41d", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/use_case/29\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-07-12T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-db6d8d60-fd9e-4b33-8e97-e47c4fb18cf6", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/use_case/29\",\"https://fieldservicereview.example/use_case/29\",\"https://servicetechforum.example/use_case/29\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Verano FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 270, "observed_at": "2026-07-10T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-dbd7370f-d6fd-42da-8a62-cda5fbd62e4f", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 20, "question_text": "As a compliance officer, which field service platform documents safety checks on site?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/role/20\",\"https://softwarecompare.example/role/20\",\"https://cindermark.example/role/20\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a compliance officer, which field service platform documents safety checks on site?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-07-12T10:20:00.000Z", "contract_version": "1.1" }, { "id": "observation-dc1efc98-c4e3-45ed-880d-7fe0e17a4986", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://orbitfield.example/core/4\",\"https://servicebuyersguide.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-07-14T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-dc3cefb8-bc89-429e-8482-0445ccaad53a", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/30\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-10T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-dc657693-d88b-4a0c-8797-965a91845e66", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://orbitfield.example/use_case/27\",\"https://asterforge.example/use_case/27\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How does a service business plan technician capacity for the next quarter?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-07-10T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-dd33ef83-eab2-4341-800b-5056b0a75bfa", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/core/3\",\"https://asterforge.example/core/3\",\"https://cindermark.example/core/3\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-12T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-de959ad5-8e0b-46c4-857d-789bbe6ffa49", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicetechforum.example/use_case/25\",\"https://asterforge.example/use_case/25\",\"https://trakwell.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How does a company give subcontractors limited access to work orders?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-deb26167-6aa0-471c-8e3c-ca2ef58b7aa7", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-10T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-df236c6a-fb9a-48b7-87ea-c3ebf1610222", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 288, "observed_at": "2026-07-12T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-e03a0557-2c9e-4a20-8a9f-5325ebce97e6", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://orbitfield.example/role/18\",\"https://operationsweekly.example/role/18\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a procurement lead, what should I ask a field service software vendor before signing?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-08T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-e17d9f7c-2fb5-453c-8997-988f42b56c16", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Verano FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Asterforge, Verano FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-07-12T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-e1c128a2-e539-4109-8c56-f5791551ac0d", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://fieldservicereview.example/core/2\",\"https://servicetechforum.example/core/2\",\"https://veranofsm.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 282, "observed_at": "2026-07-14T10:14:00.000Z", "contract_version": "1.1" }, { "id": "observation-e21d5bbb-f357-435f-8691-a89863d8b621", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/13\",\"https://hvacoperations.example/role/13\",\"https://servicetechforum.example/role/13\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 338, "observed_at": "2026-07-10T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-e25db369-0083-406a-8237-03d1b5719eb1", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://fieldservicereview.example/core/6\",\"https://northvalefsm.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 328, "observed_at": "2026-07-10T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-e33a87e2-76d4-4159-884c-10786a16ada4", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/evaluation/32\",\"https://asterforge.example/evaluation/32\",\"https://cindermark.example/evaluation/32\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-e39d8891-a179-4761-8d6c-410ef3cf4055", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/evaluation/31\",\"https://trakwell.example/evaluation/31\",\"https://fieldservicereview.example/evaluation/31\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 315, "observed_at": "2026-07-08T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-e3a7c129-194b-456f-8bfa-31aebe64db2d", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/role/17\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 340, "observed_at": "2026-07-12T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-e41fe141-d078-4f1a-8388-ce40b6bb350b", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://northvalefsm.example/core/7\",\"https://softwarecompare.example/core/7\",\"https://cindermark.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What software tracks technician time and the parts used on a job?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 319, "observed_at": "2026-07-12T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-e4440a04-5e62-4bb9-8dac-f8109d92a24e", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/use_case/23\",\"https://asterforge.example/use_case/23\",\"https://servicetechforum.example/use_case/23\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 287, "observed_at": "2026-07-08T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-e4f465cd-a0a1-4cf7-8f30-dec9334cd72a", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/role/13\",\"https://cindermark.example/role/13\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 323, "observed_at": "2026-07-12T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-e53a60e3-d50f-40a0-859f-c4d884b889b4", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-07-12T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-e57c6783-efaf-4dbf-842e-df11c07a14f8", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 17, "question_text": "As a customer experience lead, which field service tool gives customers live arrival windows?", "slot": "role", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://softwarecompare.example/role/17\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a customer experience lead, which field service tool gives customers live arrival windows?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-07-08T16:59:00.000Z", "contract_version": "1.1" }, { "id": "observation-e5ec0295-2479-4da2-8cac-8e3e9e53c180", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "claude", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-14T12:28:00.000Z", "contract_version": "1.1" }, { "id": "observation-e6643db7-fa05-4d65-8046-5069b2e81a04", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/core/9\",\"https://servicebuyersguide.example/core/9\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-10T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-e6e258b2-5ebd-4be7-8fa9-d673b4edb4c7", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 31, "question_text": "How much does field service management software cost per technician?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/evaluation/31\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How much does field service management software cost per technician?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-10T12:37:00.000Z", "contract_version": "1.1" }, { "id": "observation-e70abd9f-98cb-4781-8c92-a088b72c6d7f", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/evaluation/32\",\"https://northvalefsm.example/evaluation/32\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 264, "observed_at": "2026-07-08T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-e7608afb-7d59-4b64-84c4-03d4bb8d1492", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/core/6\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Verano FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-08T14:42:00.000Z", "contract_version": "1.1" }, { "id": "observation-e78532f9-8b44-4d9d-859d-96c0b1dec3af", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://hvacoperations.example/evaluation/32\",\"https://fieldservicereview.example/evaluation/32\",\"https://northvalefsm.example/evaluation/32\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 264, "observed_at": "2026-07-08T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-e7962d20-14e0-4c26-8c4b-7f7f5fdd0c80", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/core/1\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-10T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-e7d64a48-b565-4589-8cf5-3bb42873f019", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/role/19\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a warehouse manager, which field service system tracks van stock accurately?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 326, "observed_at": "2026-07-08T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-e7f22388-be47-4628-833b-719cd712f4ef", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "chatgpt", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/9\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 313, "observed_at": "2026-07-14T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-e856a832-0a1b-4209-895a-0a698eebd124", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/use_case/23\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-08T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-e8b331d7-9815-4615-8555-fd26208f1e19", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/23\",\"https://hvacoperations.example/use_case/23\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-07-08T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-e8fb7680-5c00-4dc0-838c-d5928c2db8c2", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://cindermark.example/role/19\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a warehouse manager, which field service system tracks van stock accurately?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-10T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-eaf719f6-d578-4f93-841f-8abd520d0763", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://orbitfield.example/role/12\",\"https://operationsweekly.example/role/12\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-08T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-eb243c22-56fc-4573-8d66-441ad9173e39", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 35, "question_text": "What should a field service software contract say about data export?", "slot": "evaluation", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/evaluation/35\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What should a field service software contract say about data export?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-07-08T16:05:00.000Z", "contract_version": "1.1" }, { "id": "observation-eb924702-34f3-401c-8742-18e7c127cb6f", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://cindermark.example/use_case/29\",\"https://orbitfield.example/use_case/29\",\"https://servicebuyersguide.example/use_case/29\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-12T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-ec22a489-a61b-4ac6-81bf-cb278533d88b", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/use_case/27\",\"https://fieldservicereview.example/use_case/27\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-10T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-ec8b7d77-1fe9-4de8-8462-4e1cc7693b27", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "chatgpt", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://northvalefsm.example/core/1\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What is field service management software?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 296, "observed_at": "2026-07-14T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-ed2c7d75-30a7-41cd-8ff0-3ba861d0cd88", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 30, "question_text": "What software shortens the time between job completion and invoice?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/30\",\"https://servicetechforum.example/use_case/30\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software shortens the time between job completion and invoice?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 324, "observed_at": "2026-07-10T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-ee86c6a1-08ca-4343-8798-bc53ed526f26", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "google_ai_mode", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://cindermark.example/role/13\",\"https://northvalefsm.example/role/13\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-12T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-ef4429f4-d8c0-4631-8cdd-b8a40320f840", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/use_case/24\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 313, "observed_at": "2026-07-10T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-ef55c51e-309e-41b7-817b-0d4580888398", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 13, "question_text": "As an IT manager, which field service software offers an open API and webhooks?", "slot": "role", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/role/13\",\"https://fieldservicereview.example/role/13\",\"https://hvacoperations.example/role/13\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As an IT manager, which field service software offers an open API and webhooks?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-07-12T12:31:00.000Z", "contract_version": "1.1" }, { "id": "observation-f000eb2f-8b0d-42cc-83e3-7817cabf0d87", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "google_aio", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://fieldservicereview.example/evaluation/32\",\"https://servicetechforum.example/evaluation/32\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is a typical implementation timeline for field service software?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 264, "observed_at": "2026-07-10T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-f11a0988-18d8-41dd-85e2-729f16b6a49b", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 15, "question_text": "As a service manager, which software helps a team hit first time fix rate targets?", "slot": "role", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/role/15\",\"https://servicebuyersguide.example/role/15\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a service manager, which software helps a team hit first time fix rate targets?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 329, "observed_at": "2026-07-12T14:45:00.000Z", "contract_version": "1.1" }, { "id": "observation-f156a0a3-d509-4ece-8d51-625ae3127ca2", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 21, "question_text": "How does a service business reduce repeat visits caused by missing parts?", "slot": "use_case", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://orbitfield.example/use_case/21\",\"https://operationsweekly.example/use_case/21\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business reduce repeat visits caused by missing parts?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 295, "observed_at": "2026-07-10T11:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-f17fca1a-146c-4725-87f2-f50262ef314e", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://trakwell.example/use_case/26\",\"https://softwarecompare.example/use_case/26\",\"https://servicebuyersguide.example/use_case/26\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What software captures photos and signatures as proof of service?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 319, "observed_at": "2026-07-08T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-f1974593-95b3-4c3c-87aa-626495be6737", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 22, "question_text": "What software helps a heating and cooling contractor manage preventive maintenance agreements?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[]", "cited_urls_count": 0, "cited_urls_truncated": 0, "engine_error": "Timeout", "answer_full": "", "answer_len": 0, "observed_at": "2026-07-08T12:34:00.000Z", "contract_version": "1.1" }, { "id": "observation-f2265cd4-5906-4b19-8a22-785013755f2c", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://operationsweekly.example/role/12\",\"https://trakwell.example/role/12\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 302, "observed_at": "2026-07-12T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-f2623e27-850f-4582-8957-a2bf84b3e767", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 24, "question_text": "What tool routes technicians across a large territory efficiently?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://operationsweekly.example/use_case/24\",\"https://hvacoperations.example/use_case/24\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What tool routes technicians across a large territory efficiently?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-07-08T14:48:00.000Z", "contract_version": "1.1" }, { "id": "observation-f343457c-8530-4c65-8cc3-279369362280", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/5\",\"https://fieldservicereview.example/core/5\",\"https://trakwell.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-07-12T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-f3490ea3-f5f3-452f-89eb-25207daa5530", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/role/14\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-f3705c39-d8aa-421c-836c-fe06709db3ec", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 27, "question_text": "How does a service business plan technician capacity for the next quarter?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/use_case/27\",\"https://orbitfield.example/use_case/27\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a service business plan technician capacity for the next quarter?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 272, "observed_at": "2026-07-08T08:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-f38fbecf-f0be-4877-88e2-2628e6fcae50", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/9\",\"https://servicetechforum.example/core/9\",\"https://hvacoperations.example/core/9\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 328, "observed_at": "2026-07-08T08:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-f439a125-be87-4147-80ad-47ed8ea5f332", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "perplexity", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/1\",\"https://operationsweekly.example/core/1\",\"https://trakwell.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 250, "observed_at": "2026-07-14T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-f4d0d0e6-bd2e-4d7b-8906-a5d235c5a3f6", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 298, "observed_at": "2026-07-10T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-f530b93f-9058-4d7d-89bf-90cab74cd55e", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/28\",\"https://fieldservicereview.example/use_case/28\",\"https://trakwell.example/use_case/28\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-f57db246-868e-4ce8-8409-74df8302c971", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "claude", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/core/3\",\"https://asterforge.example/core/3\",\"https://orbitfield.example/core/3\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 338, "observed_at": "2026-07-10T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-f5d5efc1-070a-417f-8b1a-6eafe9b29939", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/core/3\",\"https://cindermark.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-08T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-f632d9f3-a108-4829-8cae-260cb22fff77", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 32, "question_text": "What is a typical implementation timeline for field service software?", "slot": "evaluation", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://softwarecompare.example/evaluation/32\",\"https://operationsweekly.example/evaluation/32\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What is a typical implementation timeline for field service software?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-10T13:44:00.000Z", "contract_version": "1.1" }, { "id": "observation-f6757acd-d9f8-429e-84ce-a9d77ffc557c", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 12, "question_text": "As a finance lead, which field service platform gives the clearest job level margin reporting?", "slot": "role", "engine": "chatgpt", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/role/12\",\"https://servicebuyersguide.example/role/12\",\"https://veranofsm.example/role/12\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a finance lead, which field service platform gives the clearest job level margin reporting?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 314, "observed_at": "2026-07-10T11:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-f6889bd5-ce34-451d-8321-53ffa5f9bef1", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 19, "question_text": "As a warehouse manager, which field service system tracks van stock accurately?", "slot": "role", "engine": "claude", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://cindermark.example/role/19\",\"https://hvacoperations.example/role/19\",\"https://northvalefsm.example/role/19\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"As a warehouse manager, which field service system tracks van stock accurately?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-07-08T09:13:00.000Z", "contract_version": "1.1" }, { "id": "observation-f6f99e18-4a0c-4ffd-85cf-4131b9aea0fc", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://orbitfield.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-08T09:10:00.000Z", "contract_version": "1.1" }, { "id": "observation-f73b9c55-d555-44ba-8846-9d6538d5213d", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 26, "question_text": "What software captures photos and signatures as proof of service?", "slot": "use_case", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://operationsweekly.example/use_case/26\",\"https://northvalefsm.example/use_case/26\",\"https://cindermark.example/use_case/26\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software captures photos and signatures as proof of service?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-07-10T16:02:00.000Z", "contract_version": "1.1" }, { "id": "observation-f78ff882-cd9b-401a-8889-a4bbb4479e58", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "claude", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/use_case/25\",\"https://operationsweekly.example/use_case/25\",\"https://fieldservicereview.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 265, "observed_at": "2026-07-12T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-f8133a45-ab76-4ffb-8c09-436c96118744", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 25, "question_text": "How does a company give subcontractors limited access to work orders?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://veranofsm.example/use_case/25\",\"https://fieldservicereview.example/use_case/25\",\"https://softwarecompare.example/use_case/25\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does a company give subcontractors limited access to work orders?\" are most often pointed to Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 264, "observed_at": "2026-07-08T15:55:00.000Z", "contract_version": "1.1" }, { "id": "observation-f9e76d5f-b3b5-4529-89dc-154be7b80c42", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 29, "question_text": "How are multi day installation jobs with several crews managed?", "slot": "use_case", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/use_case/29\",\"https://northvalefsm.example/use_case/29\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How are multi day installation jobs with several crews managed?\" are most often pointed to Verano FSM, Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 280, "observed_at": "2026-07-08T10:23:00.000Z", "contract_version": "1.1" }, { "id": "observation-fa4657cf-4ff8-4518-8a4c-641c9e92c448", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/28\",\"https://servicetechforum.example/use_case/28\",\"https://trakwell.example/use_case/28\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What system links asset history to each service visit?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 313, "observed_at": "2026-07-08T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-fa88964c-3470-40aa-86a9-2cfe72dac605", "run_fk": "run-1f6efbed-9d33-4ee1-86c3-8e83535b872e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-1", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/core/7\",\"https://orbitfield.example/core/7\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-07-08T15:49:00.000Z", "contract_version": "1.1" }, { "id": "observation-fafce3cc-4763-4435-8b98-a8195b5d57d8", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/use_case/23\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-07-12T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-fb5d75b6-d4b5-455e-8062-ff6849eb0f21", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 23, "question_text": "How can a service business quote and invoice from the field on the same day?", "slot": "use_case", "engine": "google_ai_mode", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/use_case/23\",\"https://servicetechforum.example/use_case/23\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How can a service business quote and invoice from the field on the same day?\" are most often pointed to Northvale FSM, Orbit Field, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-07-10T13:41:00.000Z", "contract_version": "1.1" }, { "id": "observation-fbca0219-e349-460e-8f5c-410920e34f4a", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/core/1\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 235, "observed_at": "2026-07-12T09:07:00.000Z", "contract_version": "1.1" }, { "id": "observation-fcdbd3d6-d814-4059-871c-244993f9cb13", "run_fk": "run-7a271b45-f7a7-4d32-8805-9ca724a586fb", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-4", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "claude", "repeat_index": 4, "repeat_reason": "disagreement", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://northvalefsm.example/core/3\",\"https://operationsweekly.example/core/3\",\"https://asterforge.example/core/3\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 348, "observed_at": "2026-07-14T11:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-fe55becf-2c39-448e-847b-86e334512f06", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 28, "question_text": "What system links asset history to each service visit?", "slot": "use_case", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://asterforge.example/use_case/28\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What system links asset history to each service visit?\" describe the category rather than naming a vendor. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 308, "observed_at": "2026-07-12T09:16:00.000Z", "contract_version": "1.1" }, { "id": "observation-fee0e9c1-8d76-49b3-88f8-303366d50740", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_aio", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/core/5\",\"https://asterforge.example/core/5\",\"https://cindermark.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-07-12T13:35:00.000Z", "contract_version": "1.1" }, { "id": "observation-ff8a226f-b7ad-4d32-8fab-87e71f927350", "run_fk": "run-66013d0c-8daf-4a3b-805b-c36b00cd7f4e", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-3", "question_id": 14, "question_text": "As a dispatcher, which scheduling tool handles same day emergency jobs best?", "slot": "role", "engine": "perplexity", "repeat_index": 3, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/role/14\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a dispatcher, which scheduling tool handles same day emergency jobs best?\" are most often pointed to Trakwell. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-07-12T13:38:00.000Z", "contract_version": "1.1" }, { "id": "observation-ff8d34cb-a703-46d3-8c9e-1dade1f2a9fd", "run_fk": "run-5ea7f0b8-3cff-42cc-8543-aafab4d7e7be", "client_id": "client-kalvenor", "baseline_id": "baseline-kalvenor-v11", "run_id": "run-2", "question_id": 18, "question_text": "As a procurement lead, what should I ask a field service software vendor before signing?", "slot": "role", "engine": "perplexity", "repeat_index": 2, "repeat_reason": "scheduled", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://cindermark.example/role/18\",\"https://asterforge.example/role/18\",\"https://servicebuyersguide.example/role/18\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"As a procurement lead, what should I ask a field service software vendor before signing?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-07-10T08:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-00856dc0-495d-42fe-810b-2159279d6d22", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/core/10\",\"https://softwarecompare.example/core/10\",\"https://veranofsm.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 276, "observed_at": "2026-08-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-0164bf25-4780-42c3-87c5-c652900bda3c", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/core/6\",\"https://softwarecompare.example/core/6\",\"https://veranofsm.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-06-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-03533c70-2a33-4f38-8c30-c46583b7c9b1", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/2\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-08-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-04b9fc8b-5a28-407f-822b-bdd5f5d90cda", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/core/10\",\"https://servicetechforum.example/core/10\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 300, "observed_at": "2026-06-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-08eb8cce-6a7f-4248-8449-d3d39eadc203", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://cindermark.example/core/2\",\"https://fieldservicereview.example/core/2\",\"https://orbitfield.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 253, "observed_at": "2026-05-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-0baf41aa-4bb4-4d3a-89a3-a5424f71cc62", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/core/7\",\"https://veranofsm.example/core/7\",\"https://softwarecompare.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. 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Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-06-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-0e0d6171-c66f-44f3-8c6b-2e8f64aba22b", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/2\",\"https://veranofsm.example/core/2\",\"https://servicetechforum.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Cindermark. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-08-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-0fa1c361-cd9f-43c7-803f-db96a67927f1", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://operationsweekly.example/core/7\",\"https://northvalefsm.example/core/7\",\"https://cindermark.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Trakwell. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 258, "observed_at": "2026-05-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-101286fb-ddef-45d3-8531-609c51dc1b21", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Orbit Field\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/5\",\"https://trakwell.example/core/5\",\"https://operationsweekly.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Verano FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 306, "observed_at": "2026-08-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-1108e626-694e-4ff9-8494-179f49d031ae", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/1\",\"https://trakwell.example/core/1\",\"https://cindermark.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. 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Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-06-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-1643df4d-d40a-4698-85f2-c7c721d8a566", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-06-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-1d02d634-20bb-4672-8e96-7a224290cc4e", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/2\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-08-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-1fe7fc87-297c-4941-8754-dd190a8ef772", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/7\",\"https://fieldservicereview.example/core/7\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-05-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-2749e64c-dd08-4d8f-8668-b7d825365075", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/core/3\",\"https://softwarecompare.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-06-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-283c98f9-bfb0-4b91-84d3-ea82c0a4ee54", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://fieldservicereview.example/core/10\",\"https://cindermark.example/core/10\",\"https://veranofsm.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Orbit Field. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-08-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-28d34016-2a4e-45ad-8fe6-816b56a01991", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/1\",\"https://softwarecompare.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-08-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-294b16ab-858e-4ebc-8316-b8035a2a316c", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://northvalefsm.example/core/4\",\"https://trakwell.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 259, "observed_at": "2026-06-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-29f973c7-0e86-4460-87cc-6d1f0ba32062", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/8\",\"https://cindermark.example/core/8\",\"https://softwarecompare.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 320, "observed_at": "2026-05-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-2c14ea5a-bbd3-4707-8586-ad1754776178", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-05-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-2d23ec8b-d35f-46da-80bd-78c7e683ebb5", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/3\",\"https://hvacoperations.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-08-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-2fb9d0aa-72b6-41ed-811e-d1d66acec5e8", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicetechforum.example/core/6\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-08-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-2ffb15f6-f571-466c-8dbf-2b396d29f467", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/core/7\",\"https://asterforge.example/core/7\",\"https://cindermark.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM, Trakwell. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-08-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-3446d45a-59ad-405c-875b-f7bd14e16cd0", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://veranofsm.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-06-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-36786f6c-f220-4325-883f-94595735590b", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/core/4\",\"https://asterforge.example/core/4\",\"https://veranofsm.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 261, "observed_at": "2026-06-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-369b4798-b7fd-4766-8b63-91676b71d5a6", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://veranofsm.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 288, "observed_at": "2026-06-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-36aad418-2a90-40a0-86e5-3d5815082e0d", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-08-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-36d845d6-65db-4f5d-8a9c-6851378a31a9", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/6\",\"https://asterforge.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 316, "observed_at": "2026-05-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-374b0693-ea44-4f7e-8796-10195efcda4c", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/core/7\",\"https://operationsweekly.example/core/7\",\"https://trakwell.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-06-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-37f05ede-a77d-409d-86ff-f44d20b08de1", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://fieldservicereview.example/core/10\",\"https://servicetechforum.example/core/10\",\"https://northvalefsm.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-06-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-38545839-9f5a-4e94-807e-65d754e7f863", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://trakwell.example/core/7\",\"https://asterforge.example/core/7\",\"https://veranofsm.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What software tracks technician time and the parts used on a job?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 270, "observed_at": "2026-08-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-393a7f9f-8a7b-4fe0-82c1-5f82e553b59f", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-08-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-3a1a898f-21f7-4886-8762-5963d3e91d40", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/9\",\"https://servicetechforum.example/core/9\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 257, "observed_at": "2026-05-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-3cd71d03-e763-42d4-80a4-cdd035e59ee8", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://orbitfield.example/core/9\",\"https://asterforge.example/core/9\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 303, "observed_at": "2026-08-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-40bc1c7c-70b6-438a-89d3-31db654f579c", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/9\",\"https://servicebuyersguide.example/core/9\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 306, "observed_at": "2026-05-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-4150a4b1-552c-415a-847c-4f716832b340", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/core/5\",\"https://trakwell.example/core/5\",\"https://operationsweekly.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-05-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-41bb5025-65fc-44ee-878a-715174404b10", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://asterforge.example/core/9\",\"https://servicebuyersguide.example/core/9\",\"https://fieldservicereview.example/core/9\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-06-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-43229be1-d9f7-4cd3-8654-2977e7245425", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/core/6\",\"https://fieldservicereview.example/core/6\",\"https://servicebuyersguide.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 316, "observed_at": "2026-06-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-438247ea-5dc5-427c-8e60-9b354d3a2a56", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/core/9\",\"https://northvalefsm.example/core/9\",\"https://servicebuyersguide.example/core/9\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 254, "observed_at": "2026-08-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-4688710c-8e96-4d26-8fe7-81d9cc013b32", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 256, "observed_at": "2026-06-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-4c1d3853-2eee-4568-835d-c7ba87fa304a", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/core/3\",\"https://asterforge.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-06-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-4d1be158-84a6-4a1d-89d1-609f03556c95", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/6\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-06-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-4d3a4bb0-4905-4df0-85f4-57a86ab0e193", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-05-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-4e74b6bd-6f47-43a7-8356-5c8a665785ce", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/7\",\"https://trakwell.example/core/7\",\"https://softwarecompare.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-05-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-4f2d5023-d2db-44e8-8eba-7a7a61be8f70", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/core/8\",\"https://northvalefsm.example/core/8\",\"https://cindermark.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-05-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-5019019a-c5ad-4ab6-8574-e966d8e76b33", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicetechforum.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-08-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-502edd0e-7a81-4749-8fa1-0fa3d26ba4da", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://trakwell.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 283, "observed_at": "2026-08-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-503934da-c105-4c1c-8bcb-d29374ef2152", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/core/9\",\"https://trakwell.example/core/9\",\"https://fieldservicereview.example/core/9\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 257, "observed_at": "2026-06-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-548f6d79-57fb-46ce-8e21-a897b30d8396", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-06-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-54c688fa-4779-4b52-832a-1327af486bcb", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/core/2\",\"https://fieldservicereview.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-08-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-58bf6b17-8779-440a-8e3e-dbadec47e4e2", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://orbitfield.example/core/6\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-06-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-5a446d5c-9a5d-4462-8c1b-4453f37a94d4", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 295, "observed_at": "2026-08-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-5db6cc2b-39af-4916-8961-d863aaa4b692", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-08-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-5f9f1869-2d81-4309-86ee-c08aaa611e18", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://cindermark.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 337, "observed_at": "2026-05-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-609e8e73-9542-48e4-812e-636b290da9b5", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/core/8\",\"https://cindermark.example/core/8\",\"https://servicetechforum.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-05-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-6688e0d8-5435-4776-8290-1a65ba2006c0", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://cindermark.example/core/6\",\"https://veranofsm.example/core/6\",\"https://servicetechforum.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"Which field service platforms handle recurring maintenance contracts?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-08-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-6b227d98-0630-45a4-831b-e6b167988b76", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://softwarecompare.example/core/9\",\"https://trakwell.example/core/9\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 254, "observed_at": "2026-08-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-6d0a9029-a320-47d0-8d60-60bff81e2faf", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/core/4\",\"https://fieldservicereview.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-08-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-6dbe2b12-9756-485f-8bbb-e67bcd3bc3e0", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/core/2\",\"https://servicebuyersguide.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-06-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-6ec09cf8-78f4-44db-8c8c-aaed20d89aa2", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/4\",\"https://asterforge.example/core/4\",\"https://cindermark.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 310, "observed_at": "2026-05-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-6ecd9395-96ea-432e-82a8-7231f2efd808", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/core/9\",\"https://orbitfield.example/core/9\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-08-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-6ff4b0f3-2983-4a76-8c7b-9c00e45cb981", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/core/8\",\"https://northvalefsm.example/core/8\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-08-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-719df445-f5a2-46e9-8f21-8c1d8e02523b", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://operationsweekly.example/core/4\",\"https://asterforge.example/core/4\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-08-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-76ecbe6a-d594-45aa-86ec-18b6a372e46b", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://trakwell.example/core/10\",\"https://hvacoperations.example/core/10\",\"https://cindermark.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 273, "observed_at": "2026-05-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-773f529b-2af3-4f33-86e0-8757af6aea62", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/1\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-08-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-7740a013-c234-4f6e-893f-42cf4d88d911", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 290, "observed_at": "2026-08-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-7896f013-7274-4214-8684-17a94425da43", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/core/7\",\"https://fieldservicereview.example/core/7\",\"https://veranofsm.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 307, "observed_at": "2026-05-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-78fe2964-f356-446f-810c-9b7cbb671f74", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/core/3\",\"https://operationsweekly.example/core/3\",\"https://servicetechforum.example/core/3\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 348, "observed_at": "2026-08-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-7c6bf283-c232-4d02-87c3-a14b6ad7ad02", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://northvalefsm.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-08-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-7c86681f-8f8b-47d6-8a0a-62fb41dd1fc6", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://asterforge.example/core/1\",\"https://trakwell.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 250, "observed_at": "2026-06-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-7c9e7714-3e52-4e46-8ceb-9e9c76f0fd5d", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 300, "observed_at": "2026-06-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-7da4d697-48e9-4ea2-8ff4-0d1ab2570045", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://fieldservicereview.example/core/1\",\"https://veranofsm.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 302, "observed_at": "2026-05-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-7dce92aa-2c15-4a23-81ca-004d86db2802", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://servicebuyersguide.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"What features should field service management software include?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 268, "observed_at": "2026-08-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-7e9d6d1f-6386-4647-8c9c-74f67709a9d4", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 348, "observed_at": "2026-08-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-80084ba2-892d-4df0-8823-0bfce4548427", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/core/10\",\"https://orbitfield.example/core/10\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 276, "observed_at": "2026-08-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-8157a68c-8e18-448a-850d-94af2e04dd1b", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/2\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-05-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-842a458c-1986-47d2-89ee-5b3fcf99060e", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 254, "observed_at": "2026-05-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-846e6b78-83f3-4e6d-85b9-a9b2c4ec5ada", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://fieldservicereview.example/core/3\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 299, "observed_at": "2026-06-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-84ae2dd5-058a-4e66-8506-994524bbab8f", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://fieldservicereview.example/core/3\",\"https://orbitfield.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 301, "observed_at": "2026-06-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-85389fc3-288e-4acb-8a0b-3fa2b78734d1", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://hvacoperations.example/core/3\",\"https://northvalefsm.example/core/3\",\"https://asterforge.example/core/3\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 338, "observed_at": "2026-05-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-888f26d0-8b74-4336-8a17-9a23b26cc9d6", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 4, "position_band": "below_top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://northvalefsm.example/core/6\",\"https://operationsweekly.example/core/6\",\"https://kalvenor.example/pricing\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 328, "observed_at": "2026-08-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-89f2a5aa-fd1f-491b-8c0d-5ac4f023729d", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Orbit Field\"]", "cited_urls": "[\"https://trakwell.example/core/1\",\"https://servicebuyersguide.example/core/1\",\"https://fieldservicereview.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 238, "observed_at": "2026-08-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-8a091d64-b342-4d5e-808f-99997546aa52", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 1, "position_band": "first", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://operationsweekly.example/core/7\",\"https://veranofsm.example/core/7\",\"https://softwarecompare.example/core/7\",\"https://kalvenor.example/resources/first-time-fix\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-08-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-8c8421c4-6867-4af6-8991-bd94308b5e3a", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://asterforge.example/core/9\",\"https://northvalefsm.example/core/9\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-06-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-8cf8c611-c9de-439a-803a-7eef2c5d2311", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://operationsweekly.example/core/5\",\"https://veranofsm.example/core/5\",\"https://servicetechforum.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-06-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-8e368d6a-63bb-484e-856d-e19b5409bb1d", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[]", "cited_urls": "[\"https://fieldservicereview.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Answers to \"How does field service management software differ from general work order software?\" describe the category rather than naming a vendor. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 288, "observed_at": "2026-08-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-90d79c1b-9315-4f4e-894e-36267c128f54", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/core/5\",\"https://trakwell.example/core/5\",\"https://northvalefsm.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge, Cindermark. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-05-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-94b8507e-15c3-4080-84cb-787f925fe5fd", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/6\",\"https://operationsweekly.example/core/6\",\"https://asterforge.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-06-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-950f3544-f9f6-44bc-8abd-2a251afe5f41", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://veranofsm.example/core/3\",\"https://hvacoperations.example/core/3\",\"https://operationsweekly.example/core/3\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 350, "observed_at": "2026-05-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-953df478-4400-4c1f-8dbc-c24fa5586d25", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://trakwell.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-06-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-95e650fe-b443-4b97-8947-893168a87098", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\"]", "cited_urls": "[\"https://hvacoperations.example/core/8\",\"https://operationsweekly.example/core/8\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 268, "observed_at": "2026-06-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-96066a74-e8ef-4c4f-8522-3e01fa0778a5", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/core/5\",\"https://cindermark.example/core/5\",\"https://asterforge.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Verano FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 306, "observed_at": "2026-05-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-9803ff10-4d78-433a-8bc4-7f14f2e73670", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://hvacoperations.example/core/2\",\"https://fieldservicereview.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-06-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-98d04192-8c38-4876-803f-58dd1123d12b", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Cindermark\"]", "cited_urls": "[\"https://servicetechforum.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Trakwell, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-05-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-9b9022e2-518f-430e-81a8-94ac9a7c56a3", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://softwarecompare.example/core/10\",\"https://hvacoperations.example/core/10\",\"https://asterforge.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Asterforge, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 296, "observed_at": "2026-08-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-9b9ff8a0-466a-4179-853e-e4b250c11c3e", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/2\",\"https://orbitfield.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 278, "observed_at": "2026-06-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-9eaa311b-5159-4515-862e-c2cdba902940", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\"]", "cited_urls": "[\"https://softwarecompare.example/core/6\",\"https://trakwell.example/core/6\",\"https://cindermark.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 279, "observed_at": "2026-08-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-9fa3e27e-d450-49ee-8ecf-43dd0760161d", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/1\",\"https://kalvenor.example/platform/mobile-offline\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 302, "observed_at": "2026-08-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-a05d6116-3c4f-4c57-8f4e-dfa370f6a5b6", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://trakwell.example/core/1\",\"https://fieldservicereview.example/core/1\",\"https://softwarecompare.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 240, "observed_at": "2026-08-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-a11c6949-889e-4fea-88cf-cb9c7af5216b", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 305, "observed_at": "2026-08-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-a1c9f860-904b-4ce7-8e5d-461d799636fa", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://hvacoperations.example/core/5\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-06-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-a24fde66-eef6-4a25-8a94-00dd4708b6f6", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\"]", "cited_urls": "[\"https://operationsweekly.example/core/6\",\"https://orbitfield.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM, Asterforge, Verano FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 291, "observed_at": "2026-05-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-a527e547-842a-445e-874f-b3fa02f28601", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/1\",\"https://orbitfield.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-06-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-a69ca3cb-7dcb-4936-85b9-ddb4ba418f6a", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Orbit Field\"]", "cited_urls": "[\"https://northvalefsm.example/core/2\",\"https://orbitfield.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 294, "observed_at": "2026-05-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-a706ddd5-302b-4c38-8a85-164b44858bd7", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/core/10\",\"https://orbitfield.example/core/10\",\"https://fieldservicereview.example/core/10\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 276, "observed_at": "2026-05-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-a71d4bbb-429e-4ecc-8e8b-104f262894a4", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://veranofsm.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-06-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-a8cdf96d-1ab3-4cf2-8be7-af6b67dc2047", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Verano FSM\"]", "cited_urls": "[\"https://servicetechforum.example/core/6\",\"https://hvacoperations.example/core/6\",\"https://operationsweekly.example/core/6\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Verano FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 313, "observed_at": "2026-05-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-aa0271c2-74c3-4ea8-85a3-4eae02e06615", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://servicetechforum.example/core/4\",\"https://trakwell.example/core/4\",\"https://fieldservicereview.example/core/4\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 284, "observed_at": "2026-08-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-aeccc80b-1b18-4a34-88e2-ed11670fc356", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/1\",\"https://operationsweekly.example/core/1\",\"https://servicetechforum.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 240, "observed_at": "2026-05-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-b07d5e5b-94a1-467f-8174-109c27ba2fa2", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://hvacoperations.example/core/1\",\"https://northvalefsm.example/core/1\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 250, "observed_at": "2026-06-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-b0a4a35d-9cbc-4771-810c-45823f17529d", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://asterforge.example/core/3\",\"https://servicebuyersguide.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 286, "observed_at": "2026-05-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-b252073e-38c5-479c-8642-991d72849156", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://softwarecompare.example/core/9\",\"https://northvalefsm.example/core/9\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-08-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-b288ce37-5850-419c-801c-36749177560b", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 5, "question_text": "How does field service management software differ from general work order software?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Cindermark\"]", "cited_urls": "[\"https://operationsweekly.example/core/5\",\"https://asterforge.example/core/5\",\"https://hvacoperations.example/core/5\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"How does field service management software differ from general work order software?\" are most often pointed to Northvale FSM, Verano FSM, Cindermark. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 354, "observed_at": "2026-05-12T14:15:00.000Z", "contract_version": "1.1" }, { "id": "observation-b3dca1bc-1dc3-43fb-87a9-c3e512c45f8c", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://asterforge.example/core/10\",\"https://veranofsm.example/core/10\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Verano FSM, Trakwell. 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The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 298, "observed_at": "2026-08-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-b48a648d-a0ec-494b-8c49-faa713ca9dfd", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 320, "observed_at": "2026-05-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-b5a3e9e5-cdaa-4b80-89f3-df2d11174d2a", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 1, "position_rank": 3, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\",\"Orbit Field\"]", "cited_urls": "[\"https://cindermark.example/core/4\",\"https://trakwell.example/core/4\",\"https://servicetechforum.example/core/4\",\"https://kalvenor.example/platform/dispatch\"]", "cited_urls_count": 4, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell, Orbit Field. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 333, "observed_at": "2026-08-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-baf52eb9-7a27-4145-83eb-caa019404ebb", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://trakwell.example/core/2\",\"https://servicetechforum.example/core/2\",\"https://softwarecompare.example/core/2\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-06-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-bd610815-58b9-4def-8d02-1d59ec181ae5", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Trakwell\"]", "cited_urls": "[\"https://northvalefsm.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-05-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-bda379a5-3ca1-43a5-825d-2d6ba2572ac1", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/3\",\"https://operationsweekly.example/core/3\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 289, "observed_at": "2026-08-12T12:09:00.000Z", "contract_version": "1.1" }, { "id": "observation-c18b48c1-b088-42ca-869b-a8d52f7a558e", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://orbitfield.example/core/7\",\"https://servicetechforum.example/core/7\",\"https://trakwell.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 263, "observed_at": "2026-08-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-c1f65c95-fcc1-4c38-87e3-e0a80b93c53b", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 1, "question_text": "What is field service management software?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/core/1\",\"https://servicebuyersguide.example/core/1\",\"https://fieldservicereview.example/core/1\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What is field service management software?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 235, "observed_at": "2026-06-12T10:03:00.000Z", "contract_version": "1.1" }, { "id": "observation-c2b375e0-5d23-4869-8ab3-ca74f3165247", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://softwarecompare.example/core/7\",\"https://cindermark.example/core/7\",\"https://veranofsm.example/core/7\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 258, "observed_at": "2026-06-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-c3101b7b-2166-4224-8f32-ef911f89c2d7", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-06-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-c6b20b34-b4a0-46e1-8838-c72b9f3dce56", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Trakwell\"]", "cited_urls": "[\"https://northvalefsm.example/core/8\",\"https://servicebuyersguide.example/core/8\",\"https://hvacoperations.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM, Asterforge, Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-06-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-c9a697f0-fab4-467f-8c1d-4d9f8cce1b73", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 10, "question_text": "Which platforms combine scheduling, invoicing and inventory for service teams?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://hvacoperations.example/core/10\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which platforms combine scheduling, invoicing and inventory for service teams?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 288, "observed_at": "2026-05-12T11:30:00.000Z", "contract_version": "1.1" }, { "id": "observation-cb29b218-6a1b-4a1f-872f-fdef39784b59", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://fieldservicereview.example/core/9\",\"https://servicebuyersguide.example/core/9\",\"https://servicetechforum.example/core/9\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 269, "observed_at": "2026-06-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-d80d8cf8-43d7-4d01-8825-c416599ef312", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\"]", "cited_urls": "[\"https://fieldservicereview.example/core/2\",\"https://veranofsm.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-06-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-dac7886c-e916-4f2e-85d5-d2a6a537d76d", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/core/8\",\"https://softwarecompare.example/core/8\",\"https://orbitfield.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 320, "observed_at": "2026-05-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-dc4c01a9-2536-452b-8ef9-31118263d45d", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://fieldservicereview.example/core/6\",\"https://hvacoperations.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-05-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-dd437f74-1e55-4282-89c5-efb7b17154cf", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://northvalefsm.example/core/8\",\"https://asterforge.example/core/8\",\"https://fieldservicereview.example/core/8\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 271, "observed_at": "2026-05-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-e308107a-0b31-42a0-8ee6-e403bc58d425", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 6, "question_text": "Which field service platforms handle recurring maintenance contracts?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://cindermark.example/core/6\",\"https://trakwell.example/core/6\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service platforms handle recurring maintenance contracts?\" are most often pointed to Northvale FSM. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 267, "observed_at": "2026-05-12T15:18:00.000Z", "contract_version": "1.1" }, { "id": "observation-e41218d3-6d04-4a79-8518-82f7ff0a45e2", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 4, "question_text": "What features should field service management software include?", "slot": "core", "engine": "google_aio", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Orbit Field\"]", "cited_urls": "[\"https://veranofsm.example/core/4\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What features should field service management software include?\" are most often pointed to Northvale FSM, Orbit Field. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 274, "observed_at": "2026-05-12T13:12:00.000Z", "contract_version": "1.1" }, { "id": "observation-e5c024d7-5d16-46b5-8277-d525ce65cf73", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "chatgpt", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Cindermark\"]", "cited_urls": "[\"https://trakwell.example/core/2\",\"https://cindermark.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 281, "observed_at": "2026-05-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-e5d43ce6-4e95-45d1-8f75-6dd7f67d0afe", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 9, "question_text": "What software is used to manage a mobile service workforce?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://asterforge.example/core/9\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software is used to manage a mobile service workforce?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 306, "observed_at": "2026-05-12T10:27:00.000Z", "contract_version": "1.1" }, { "id": "observation-e7bd637c-effc-4fd2-8f24-3aa0ab8e0d15", "run_fk": "run-cec98c0c-a103-4355-8aa5-520503bc5308", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-06", "question_id": 8, "question_text": "Which field service management systems keep working offline in the field?", "slot": "core", "engine": "perplexity", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Trakwell\"]", "cited_urls": "[\"https://cindermark.example/core/8\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which field service management systems keep working offline in the field?\" are most often pointed to Trakwell. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 266, "observed_at": "2026-06-12T09:24:00.000Z", "contract_version": "1.1" }, { "id": "observation-ea142515-7830-4e61-885f-2b578043f541", "run_fk": "run-6e67e5e2-cc8e-4ba9-84ad-1bb4fa1997b1", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-08", "question_id": 2, "question_text": "Which software helps a company schedule and dispatch field technicians?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\",\"Asterforge\",\"Cindermark\"]", "cited_urls": "[\"https://servicebuyersguide.example/core/2\",\"https://servicetechforum.example/core/2\"]", "cited_urls_count": 2, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"Which software helps a company schedule and dispatch field technicians?\" are most often pointed to Northvale FSM, Asterforge, Cindermark. Kalvenor Systems is not named in this answer. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 293, "observed_at": "2026-08-12T11:06:00.000Z", "contract_version": "1.1" }, { "id": "observation-eab635f6-b0b6-4796-835f-b36b83acaaf1", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 7, "question_text": "What software tracks technician time and the parts used on a job?", "slot": "core", "engine": "google_ai_mode", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 1, "domain_cited": 0, "position_rank": 2, "position_band": "top_three", "position_basis": "ordered_list", "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Northvale FSM\"]", "cited_urls": "[\"https://servicetechforum.example/core/7\"]", "cited_urls_count": 1, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What software tracks technician time and the parts used on a job?\" are most often pointed to Northvale FSM. Kalvenor Systems is named in this answer as an option for teams that need offline mobile work. The answer advises checking offline behaviour, contract length and data export before signing.", "answer_len": 312, "observed_at": "2026-05-12T16:21:00.000Z", "contract_version": "1.1" }, { "id": "observation-ec017469-b594-4351-8d27-e12b36311356", "run_fk": "run-aa5b7007-c0a1-422b-8015-2dc936d35821", "client_id": "client-kalvenor", "baseline_id": "kalvenor-monitor", "run_id": "2026-05", "question_id": 3, "question_text": "What are the strongest field service management platforms for a mid sized service business?", "slot": "core", "engine": "claude", "repeat_index": 1, "repeat_reason": "monitor", "instrument_scope": "single turn, API based, logged out, gl=us, hl=en", "brand_named": 0, "domain_cited": 0, "position_rank": null, "position_band": null, "position_basis": null, "competitors_checked": "[\"Northvale FSM\",\"Asterforge\",\"Verano FSM\",\"Trakwell\",\"Orbit Field\",\"Cindermark\"]", "competitors_found": "[\"Cindermark\"]", "cited_urls": "[\"https://orbitfield.example/core/3\",\"https://northvalefsm.example/core/3\",\"https://asterforge.example/core/3\"]", "cited_urls_count": 3, "cited_urls_truncated": 0, "engine_error": null, "answer_full": "Buyers asking \"What are the strongest field service management platforms for a mid sized service business?\" are most often pointed to Cindermark. Kalvenor Systems is not named in this answer. 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They detect a difference but do not establish who issued the file. The history dates describe retained observations, not a promise about future storage." } }