# Broadcastwell export: Kalvenor Systems (SAMPLE DATA, fictional company)

> **SAMPLE DATA. Kalvenor Systems is a fictional company, and every company, answer and figure in this file is fictional.**

- Generated 2026-11-09 00:00:00 UTC. Every retained answer from delivered measurements.
- SHA-256 of the data: 625207e8f27b875ba2f584a93ce652b998f88756ae28c8247b9abe43a0ae1826
- Fields, types, row limits and exclusions: https://app.broadcastwell.com/guides/export-reference

## Results

One row for each question in each delivered measurement. Figures are computed from the scheduled answers observed inside the chosen dates.

Results: 55 of 55 rows, limit 2,000 per file. Dates in this section: 2026-01-15T12:00:00.000Z to 2026-08-12T16:21:00.000Z.

### Fields

- `run_id` (text): The measurement the figures come from.
- `run_kind` (text): The kind of measurement.
- `method_version` (text): The method version the measurement used.
- `observed_from` (date-time): The first scheduled answer counted in this row.
- `observed_to` (date-time): The last scheduled answer counted in this row.
- `question_id` (integer): The question number inside the measurement.
- `question_text` (text): The buyer question as asked.
- `question_type` (text): The question group.
- `scheduled_answers` (integer): Scheduled answers observed for the question.
- `scored_answers` (integer): Scheduled answers that could be scored. This is the base of the rate.
- `excluded_answers` (integer): Scheduled answers left out of the base, each with its reason in the receipts.
- `named_answers` (integer): Scored answers that named your company.
- `named_rate_pct` (number): named_answers divided by scored_answers, as a percentage.
- `interval_low_pct` (number): Lower bound of the 95 percent Wilson interval.
- `interval_high_pct` (number): Upper bound of the 95 percent Wilson interval.
- `own_domain_cited_answers` (integer): Scored answers that cited a page on your own domain.
- `engines` (list): The engines whose scheduled answers are counted.
- `rivals_named` (list): Companies named in these answers, each with its count of scored answers.
- `adaptive_answers` (integer): Extra answers asked again where scheduled verdicts disagreed. They are never added to the rate.

| run_id | run_kind | method_version | observed_from | observed_to | question_id | question_text | question_type | scheduled_answers | scored_answers | excluded_answers | named_answers | named_rate_pct | interval_low_pct | interval_high_pct | own_domain_cited_answers | engines | rivals_named | adaptive_answers |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:01:00.000Z | 2026-01-15T12:12:00.000Z | 1 | What is the best field service management software for a commercial HVAC business? | Core category | 12 | 12 | 0 | 4 | 33.3 | 13.8 | 60.9 | 3 | ChatGPT; Claude; Perplexity; Google AI Overviews | Northvale FSM (SAMPLE) 9 of 12; Asterforge Kinetics (SAMPLE) 4 of 12; Quorim Gridworks (SAMPLE) 2 of 12 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:13:00.000Z | 2026-01-15T12:24:00.000Z | 2 | Which field service platform works best for recurring maintenance contracts and asset history? | Core category | 12 | 12 | 0 | 4 | 33.3 | 13.8 | 60.9 | 2 | ChatGPT; Claude; Perplexity; Google AI Overviews | Northvale FSM (SAMPLE) 8 of 12; Quorim Gridworks (SAMPLE) 7 of 12; Asterforge Kinetics (SAMPLE) 5 of 12; Morrowpeak Labs (SAMPLE) 4 of 12 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:25:00.000Z | 2026-01-15T12:36:00.000Z | 3 | What are the strongest field service management alternatives for multi location service companies? | Core category | 12 | 12 | 0 | 4 | 33.3 | 13.8 | 60.9 | 2 | ChatGPT; Claude; Perplexity; Google AI Overviews | Asterforge Kinetics (SAMPLE) 8 of 12; Northvale FSM (SAMPLE) 7 of 12; Veltrune Systems (SAMPLE) 4 of 12; Quorim Gridworks (SAMPLE) 3 of 12; Morrowpeak Labs (SAMPLE) 2 of 12 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:37:00.000Z | 2026-01-15T12:48:00.000Z | 4 | How do field service platforms compare for scheduling and dispatch across a growing service team? | Core category | 12 | 12 | 0 | 4 | 33.3 | 13.8 | 60.9 | 2 | ChatGPT; Claude; Perplexity; Google AI Overviews | Quorim Gridworks (SAMPLE) 8 of 12; Northvale FSM (SAMPLE) 6 of 12; Morrowpeak Labs (SAMPLE) 5 of 12; Asterforge Kinetics (SAMPLE) 3 of 12; Veltrune Systems (SAMPLE) 3 of 12 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:00:00.000Z | 2026-01-15T12:59:00.000Z | 5 | Which field service software is best for plumbing teams that need mobile estimates and invoices? | Core category | 12 | 12 | 0 | 4 | 33.3 | 13.8 | 60.9 | 2 | ChatGPT; Claude; Perplexity; Google AI Overviews | Veltrune Systems (SAMPLE) 9 of 12; Northvale FSM (SAMPLE) 5 of 12; Asterforge Kinetics (SAMPLE) 4 of 12; Quorim Gridworks (SAMPLE) 4 of 12; Morrowpeak Labs (SAMPLE) 3 of 12 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:01:00.000Z | 2026-01-15T12:12:00.000Z | 6 | What field service management platform fits an electrical contractor with complex work orders? | Core category | 12 | 12 | 0 | 4 | 33.3 | 13.8 | 60.9 | 3 | ChatGPT; Claude; Perplexity; Google AI Overviews | Morrowpeak Labs (SAMPLE) 8 of 12; Northvale FSM (SAMPLE) 7 of 12; Asterforge Kinetics (SAMPLE) 5 of 12; Veltrune Systems (SAMPLE) 4 of 12 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:13:00.000Z | 2026-01-15T12:24:00.000Z | 7 | Which software helps fire and life safety companies manage inspections and compliance work? | Core category | 12 | 12 | 0 | 0 | 0.0 | 0.0 | 24.3 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews | Asterforge Kinetics (SAMPLE) 9 of 12; Quorim Gridworks (SAMPLE) 5 of 12; Morrowpeak Labs (SAMPLE) 4 of 12; Veltrune Systems (SAMPLE) 2 of 12 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:25:00.000Z | 2026-01-15T12:36:00.000Z | 8 | What is the best field service system for a growing commercial service company? | Core category | 12 | 11 | 1 | 0 | 0.0 | 0.0 | 25.9 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews | Quorim Gridworks (SAMPLE) 7 of 11; Northvale FSM (SAMPLE) 6 of 11; Veltrune Systems (SAMPLE) 5 of 11; Asterforge Kinetics (SAMPLE) 3 of 11; Morrowpeak Labs (SAMPLE) 2 of 11 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:37:00.000Z | 2026-01-15T12:48:00.000Z | 9 | Which field service tools combine dispatch, technician mobile apps, and reporting? | Core category | 12 | 11 | 1 | 0 | 0.0 | 0.0 | 25.9 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews | Northvale FSM (SAMPLE) 8 of 11; Veltrune Systems (SAMPLE) 7 of 11; Quorim Gridworks (SAMPLE) 6 of 11 | 0 |
| baseline-kalvenor-001 | Visibility baseline, method 1.0 | 1.0 | 2026-01-15T12:00:00.000Z | 2026-01-15T12:59:00.000Z | 10 | How should a buyer evaluate field service management software before replacing spreadsheets? | Core category | 12 | 11 | 1 | 0 | 0.0 | 0.0 | 25.9 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews | Northvale FSM (SAMPLE) 7 of 11; Veltrune Systems (SAMPLE) 6 of 11; Morrowpeak Labs (SAMPLE) 3 of 11 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T10:03:00.000Z | 2026-08-12T10:03:00.000Z | 1 | What is field service management software? | Core category | 15 | 15 | 0 | 4 | 26.7 | 10.9 | 52.0 | 1 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 12 of 15; Orbit Field 9 of 15; Trakwell 8 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T11:06:00.000Z | 2026-08-12T11:06:00.000Z | 2 | Which software helps a company schedule and dispatch field technicians? | Core category | 15 | 15 | 0 | 2 | 13.3 | 3.7 | 37.9 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 12 of 15; Asterforge 9 of 15; Cindermark 6 of 15; Orbit Field 1 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T12:09:00.000Z | 2026-08-12T12:09:00.000Z | 3 | What are the strongest field service management platforms for a mid sized service business? | Core category | 15 | 15 | 0 | 4 | 26.7 | 10.9 | 52.0 | 1 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 13 of 15; Trakwell 8 of 15; Cindermark 4 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T13:12:00.000Z | 2026-08-12T13:12:00.000Z | 4 | What features should field service management software include? | Core category | 15 | 15 | 0 | 3 | 20.0 | 7.0 | 45.2 | 1 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Trakwell 9 of 15; Orbit Field 7 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T14:15:00.000Z | 2026-08-12T14:15:00.000Z | 5 | How does field service management software differ from general work order software? | Core category | 15 | 15 | 0 | 2 | 13.3 | 3.7 | 37.9 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Asterforge 8 of 15; Orbit Field 8 of 15; Verano FSM 8 of 15; Cindermark 6 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | 6 | Which field service platforms handle recurring maintenance contracts? | Core category | 15 | 15 | 0 | 4 | 26.7 | 10.9 | 52.0 | 1 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 13 of 15; Verano FSM 4 of 15; Asterforge 3 of 15; Trakwell 1 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T16:21:00.000Z | 2026-08-12T16:21:00.000Z | 7 | What software tracks technician time and the parts used on a job? | Core category | 15 | 15 | 0 | 3 | 20.0 | 7.0 | 45.2 | 1 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Trakwell 5 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T09:24:00.000Z | 2026-08-12T09:24:00.000Z | 8 | Which field service management systems keep working offline in the field? | Core category | 15 | 15 | 0 | 2 | 13.3 | 3.7 | 37.9 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 13 of 15; Trakwell 7 of 15; Asterforge 5 of 15; Verano FSM 2 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T10:27:00.000Z | 2026-08-12T10:27:00.000Z | 9 | What software is used to manage a mobile service workforce? | Core category | 15 | 15 | 0 | 3 | 20.0 | 7.0 | 45.2 | 1 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Asterforge 5 of 15; Cindermark 5 of 15; Trakwell 3 of 15 | 0 |
| kalvenor-monitor | Monthly run | 1.1 | 2026-05-12T11:30:00.000Z | 2026-08-12T11:30:00.000Z | 10 | Which platforms combine scheduling, invoicing and inventory for service teams? | Core category | 15 | 15 | 0 | 3 | 20.0 | 7.0 | 45.2 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 12 of 15; Asterforge 7 of 15; Verano FSM 5 of 15; Orbit Field 4 of 15; Trakwell 4 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T09:07:00.000Z | 2026-07-12T09:07:00.000Z | 1 | What is field service management software? | Core category | 15 | 15 | 0 | 5 | 33.3 | 15.2 | 58.3 | 1 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 12 of 15; Trakwell 7 of 15; Orbit Field 6 of 15 | 4 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T10:14:00.000Z | 2026-07-12T10:14:00.000Z | 2 | Which software helps a company schedule and dispatch field technicians? | Core category | 15 | 14 | 1 | 5 | 35.7 | 16.3 | 61.2 | 2 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Asterforge 8 of 14; Cindermark 8 of 14; Northvale FSM 8 of 14; Orbit Field 8 of 14 | 5 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T11:21:00.000Z | 2026-07-12T11:21:00.000Z | 3 | What are the strongest field service management platforms for a mid sized service business? | Core category | 15 | 14 | 1 | 8 | 57.1 | 32.6 | 78.6 | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 14; Cindermark 9 of 14; Trakwell 7 of 14 | 3 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T12:28:00.000Z | 2026-07-12T12:28:00.000Z | 4 | What features should field service management software include? | Core category | 15 | 15 | 0 | 5 | 33.3 | 15.2 | 58.3 | 1 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 13 of 15; Orbit Field 7 of 15; Trakwell 5 of 15 | 2 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T13:35:00.000Z | 2026-07-12T13:35:00.000Z | 5 | How does field service management software differ from general work order software? | Core category | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Asterforge 9 of 15; Cindermark 9 of 15; Verano FSM 6 of 15; Orbit Field 5 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T14:42:00.000Z | 2026-07-12T14:42:00.000Z | 6 | Which field service platforms handle recurring maintenance contracts? | Core category | 15 | 15 | 0 | 5 | 33.3 | 15.2 | 58.3 | 2 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 12 of 15; Asterforge 8 of 15; Trakwell 6 of 15; Verano FSM 6 of 15 | 4 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T15:49:00.000Z | 2026-07-12T15:49:00.000Z | 7 | What software tracks technician time and the parts used on a job? | Core category | 15 | 15 | 0 | 8 | 53.3 | 30.1 | 75.2 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 14 of 15; Trakwell 4 of 15 | 2 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T16:56:00.000Z | 2026-07-12T16:56:00.000Z | 8 | Which field service management systems keep working offline in the field? | Core category | 15 | 14 | 1 | 3 | 21.4 | 7.6 | 47.6 | 2 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 14; Verano FSM 6 of 14; Asterforge 5 of 14; Trakwell 4 of 14 | 3 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T08:03:00.000Z | 2026-07-12T08:03:00.000Z | 9 | What software is used to manage a mobile service workforce? | Core category | 15 | 15 | 0 | 8 | 53.3 | 30.1 | 75.2 | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Cindermark 9 of 15; Northvale FSM 9 of 15; Trakwell 7 of 15; Asterforge 6 of 15 | 1 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T09:10:00.000Z | 2026-07-12T09:10:00.000Z | 10 | Which platforms combine scheduling, invoicing and inventory for service teams? | Core category | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 9 of 15; Orbit Field 8 of 15; Trakwell 6 of 15; Verano FSM 6 of 15; Asterforge 5 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T10:17:00.000Z | 2026-07-12T10:17:00.000Z | 11 | As a service operations director, which software should I evaluate to cut technician drive time? | Buyer role | 15 | 15 | 0 | 10 | 66.7 | 41.7 | 84.8 | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Cindermark 6 of 15; Trakwell 6 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T11:24:00.000Z | 2026-07-12T11:24:00.000Z | 12 | As a finance lead, which field service platform gives the clearest job level margin reporting? | Buyer role | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Trakwell 7 of 15; Asterforge 5 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T12:31:00.000Z | 2026-07-12T12:31:00.000Z | 13 | As an IT manager, which field service software offers an open API and webhooks? | Buyer role | 15 | 15 | 0 | 5 | 33.3 | 15.2 | 58.3 | 3 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Cindermark 8 of 15; Verano FSM 7 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T13:38:00.000Z | 2026-07-12T13:38:00.000Z | 14 | As a dispatcher, which scheduling tool handles same day emergency jobs best? | Buyer role | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 10 of 15; Orbit Field 8 of 15; Asterforge 6 of 15; Trakwell 4 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T14:45:00.000Z | 2026-07-12T14:45:00.000Z | 15 | As a service manager, which software helps a team hit first time fix rate targets? | Buyer role | 15 | 14 | 1 | 5 | 35.7 | 16.3 | 61.2 | 3 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Cindermark 7 of 14; Northvale FSM 7 of 14 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T15:52:00.000Z | 2026-07-12T15:52:00.000Z | 16 | As an operations lead, which platform scales from 50 to 500 technicians without a replatform? | Buyer role | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 13 of 15; Orbit Field 4 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T16:59:00.000Z | 2026-07-12T16:59:00.000Z | 17 | As a customer experience lead, which field service tool gives customers live arrival windows? | Buyer role | 15 | 15 | 0 | 5 | 33.3 | 15.2 | 58.3 | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 13 of 15; Asterforge 9 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T08:06:00.000Z | 2026-07-12T08:06:00.000Z | 18 | As a procurement lead, what should I ask a field service software vendor before signing? | Buyer role | 15 | 14 | 1 | 0 | 0.0 | 0.0 | 21.5 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Orbit Field 7 of 14; Trakwell 7 of 14 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T09:13:00.000Z | 2026-07-12T09:13:00.000Z | 19 | As a warehouse manager, which field service system tracks van stock accurately? | Buyer role | 15 | 15 | 0 | 8 | 53.3 | 30.1 | 75.2 | 6 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T10:20:00.000Z | 2026-07-12T10:20:00.000Z | 20 | As a compliance officer, which field service platform documents safety checks on site? | Buyer role | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 9 of 15; Cindermark 8 of 15; Asterforge 6 of 15; Trakwell 5 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T11:27:00.000Z | 2026-07-12T11:27:00.000Z | 21 | How does a service business reduce repeat visits caused by missing parts? | Use case and problem | 15 | 15 | 0 | 4 | 26.7 | 10.9 | 52.0 | 3 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Asterforge 9 of 15; Verano FSM 8 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T12:34:00.000Z | 2026-07-12T12:34:00.000Z | 22 | What software helps a heating and cooling contractor manage preventive maintenance agreements? | Use case and problem | 15 | 14 | 1 | 7 | 50.0 | 26.8 | 73.2 | 2 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 8 of 14; Asterforge 5 of 14; Cindermark 5 of 14; Verano FSM 4 of 14 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T13:41:00.000Z | 2026-07-12T13:41:00.000Z | 23 | How can a service business quote and invoice from the field on the same day? | Use case and problem | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 12 of 15; Orbit Field 7 of 15; Cindermark 5 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T14:48:00.000Z | 2026-07-12T14:48:00.000Z | 24 | What tool routes technicians across a large territory efficiently? | Use case and problem | 15 | 15 | 0 | 4 | 26.7 | 10.9 | 52.0 | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 10 of 15; Orbit Field 8 of 15; Trakwell 8 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T15:55:00.000Z | 2026-07-12T15:55:00.000Z | 25 | How does a company give subcontractors limited access to work orders? | Use case and problem | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Trakwell 7 of 15; Orbit Field 5 of 15; Verano FSM 5 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T16:02:00.000Z | 2026-07-12T16:02:00.000Z | 26 | What software captures photos and signatures as proof of service? | Use case and problem | 15 | 15 | 0 | 8 | 53.3 | 30.1 | 75.2 | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 10 of 15; Trakwell 9 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T08:09:00.000Z | 2026-07-12T08:09:00.000Z | 27 | How does a service business plan technician capacity for the next quarter? | Use case and problem | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 10 of 15; Cindermark 7 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T09:16:00.000Z | 2026-07-12T09:16:00.000Z | 28 | What system links asset history to each service visit? | Use case and problem | 15 | 15 | 0 | 7 | 46.7 | 24.8 | 69.9 | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 10 of 15; Trakwell 7 of 15; Asterforge 6 of 15; Orbit Field 6 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T10:23:00.000Z | 2026-07-12T10:23:00.000Z | 29 | How are multi day installation jobs with several crews managed? | Use case and problem | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Verano FSM 10 of 15; Northvale FSM 9 of 15; Trakwell 7 of 15; Cindermark 6 of 15; Orbit Field 4 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T11:30:00.000Z | 2026-07-12T11:30:00.000Z | 30 | What software shortens the time between job completion and invoice? | Use case and problem | 15 | 15 | 0 | 6 | 40.0 | 19.8 | 64.3 | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 10 of 15; Orbit Field 8 of 15; Cindermark 4 of 15; Trakwell 4 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T12:37:00.000Z | 2026-07-12T12:37:00.000Z | 31 | How much does field service management software cost per technician? | Evaluation and pricing | 15 | 14 | 1 | 4 | 28.6 | 11.7 | 54.6 | 3 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 10 of 14; Cindermark 3 of 14 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T13:44:00.000Z | 2026-07-12T13:44:00.000Z | 32 | What is a typical implementation timeline for field service software? | Evaluation and pricing | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Asterforge 6 of 15; Cindermark 5 of 15; Trakwell 5 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T14:51:00.000Z | 2026-07-12T14:51:00.000Z | 33 | Which field service platforms offer month to month contracts? | Evaluation and pricing | 15 | 15 | 0 | 5 | 33.3 | 15.2 | 58.3 | 3 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 12 of 15; Orbit Field 5 of 15; Cindermark 4 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T15:58:00.000Z | 2026-07-12T15:58:00.000Z | 34 | How do field service software vendors price offline mobile access? | Evaluation and pricing | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Orbit Field 6 of 15; Asterforge 5 of 15; Trakwell 5 of 15 | 0 |
| baseline-kalvenor-v11 | Visibility baseline | 1.1 | 2026-07-08T16:05:00.000Z | 2026-07-12T16:05:00.000Z | 35 | What should a field service software contract say about data export? | Evaluation and pricing | 15 | 15 | 0 | 0 | 0.0 | 0.0 | 20.4 | 0 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | Northvale FSM 11 of 15; Verano FSM 9 of 15 | 0 |

## Receipts

One row for each observed answer, scored or excluded. An answer is included when its observed_at time falls inside the chosen dates.

Receipts: 819 of 819 rows, limit 2,000 per file. Dates in this section: 2026-01-15T12:00:00.000Z to 2026-08-12T16:21:00.000Z.

### Fields

- `receipt_id` (text): The stored identifier of the answer.
- `run_id` (text): The measurement the answer belongs to.
- `pass_id` (text): The dated pass inside the measurement.
- `pass_kind` (text): scheduled, adaptive or monitor.
- `question_id` (integer): The question number inside the measurement.
- `question_text` (text): The buyer question as asked.
- `engine` (text): ChatGPT, Claude, Perplexity, Google AI Overviews or Google AI Mode.
- `observed_at` (date-time): When the answer was observed.
- `named` (boolean): Whether the answer named your company.
- `own_domain_cited` (boolean): Whether the answer cited a page on your own domain.
- `competitors_found` (list): Companies the answer named.
- `cited_urls` (list): Every address the answer cited.
- `excluded` (boolean): Whether the answer was left out of every base.
- `exclusion_reason` (text): The plain reason an excluded answer was left out.
- `answer_text` (text): The engine's words, exactly as observed.

### Receipt observation-kalvenor-059

- receipt_id: observation-kalvenor-059
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:00:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-119

- receipt_id: observation-kalvenor-119
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:00:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: yes
- exclusion_reason: Timeout
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-000

- receipt_id: observation-kalvenor-000
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: ChatGPT
- observed_at: 2026-01-15T12:01:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-060

- receipt_id: observation-kalvenor-060
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: ChatGPT
- observed_at: 2026-01-15T12:01:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Veltrune Systems (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-001

- receipt_id: observation-kalvenor-001
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: ChatGPT
- observed_at: 2026-01-15T12:02:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-061

- receipt_id: observation-kalvenor-061
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: ChatGPT
- observed_at: 2026-01-15T12:02:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Veltrune Systems (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-002

- receipt_id: observation-kalvenor-002
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: ChatGPT
- observed_at: 2026-01-15T12:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-062

- receipt_id: observation-kalvenor-062
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: ChatGPT
- observed_at: 2026-01-15T12:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Veltrune Systems (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-003

- receipt_id: observation-kalvenor-003
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Claude
- observed_at: 2026-01-15T12:04:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-063

- receipt_id: observation-kalvenor-063
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Claude
- observed_at: 2026-01-15T12:04:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Veltrune Systems (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-004

- receipt_id: observation-kalvenor-004
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Claude
- observed_at: 2026-01-15T12:05:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-064

- receipt_id: observation-kalvenor-064
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Claude
- observed_at: 2026-01-15T12:05:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-005

- receipt_id: observation-kalvenor-005
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Claude
- observed_at: 2026-01-15T12:06:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-065

- receipt_id: observation-kalvenor-065
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Claude
- observed_at: 2026-01-15T12:06:00.000Z
- named: no
- own_domain_cited: yes
- competitors_found: Northvale FSM (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-006

- receipt_id: observation-kalvenor-006
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Perplexity
- observed_at: 2026-01-15T12:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-066

- receipt_id: observation-kalvenor-066
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Perplexity
- observed_at: 2026-01-15T12:07:00.000Z
- named: no
- own_domain_cited: yes
- competitors_found: Northvale FSM (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-007

- receipt_id: observation-kalvenor-007
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Perplexity
- observed_at: 2026-01-15T12:08:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-067

- receipt_id: observation-kalvenor-067
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Perplexity
- observed_at: 2026-01-15T12:08:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-008

- receipt_id: observation-kalvenor-008
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Perplexity
- observed_at: 2026-01-15T12:09:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-068

- receipt_id: observation-kalvenor-068
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Perplexity
- observed_at: 2026-01-15T12:09:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-009

- receipt_id: observation-kalvenor-009
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-069

- receipt_id: observation-kalvenor-069
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-010

- receipt_id: observation-kalvenor-010
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:11:00.000Z
- named: no
- own_domain_cited: yes
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-070

- receipt_id: observation-kalvenor-070
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:11:00.000Z
- named: no
- own_domain_cited: yes
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-011

- receipt_id: observation-kalvenor-011
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 1
- question_text: What is the best field service management software for a commercial HVAC business?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-071

- receipt_id: observation-kalvenor-071
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 6
- question_text: What field service management platform fits an electrical contractor with complex work orders?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-012

- receipt_id: observation-kalvenor-012
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 2
- question_text: Which field service platform works best for recurring maintenance contracts and asset history?
- engine: ChatGPT
- observed_at: 2026-01-15T12:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-072

- receipt_id: observation-kalvenor-072
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 7
- question_text: Which software helps fire and life safety companies manage inspections and compliance work?
- engine: ChatGPT
- observed_at: 2026-01-15T12:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE); Veltrune Systems (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-013

- receipt_id: observation-kalvenor-013
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 2
- question_text: Which field service platform works best for recurring maintenance contracts and asset history?
- engine: ChatGPT
- observed_at: 2026-01-15T12:14:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-073

- receipt_id: observation-kalvenor-073
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 7
- question_text: Which software helps fire and life safety companies manage inspections and compliance work?
- engine: ChatGPT
- observed_at: 2026-01-15T12:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE); Veltrune Systems (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-014

- receipt_id: observation-kalvenor-014
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 2
- question_text: Which field service platform works best for recurring maintenance contracts and asset history?
- engine: ChatGPT
- observed_at: 2026-01-15T12:15:00.000Z
- named: no
- own_domain_cited: yes
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-074

- receipt_id: observation-kalvenor-074
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 7
- question_text: Which software helps fire and life safety companies manage inspections and compliance work?
- engine: ChatGPT
- observed_at: 2026-01-15T12:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-015

- receipt_id: observation-kalvenor-015
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 2
- question_text: Which field service platform works best for recurring maintenance contracts and asset history?
- engine: Claude
- observed_at: 2026-01-15T12:16:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-075

- receipt_id: observation-kalvenor-075
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 7
- question_text: Which software helps fire and life safety companies manage inspections and compliance work?
- engine: Claude
- observed_at: 2026-01-15T12:16:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE); Morrowpeak Labs (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-016

- receipt_id: observation-kalvenor-016
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 2
- question_text: Which field service platform works best for recurring maintenance contracts and asset history?
- engine: Claude
- observed_at: 2026-01-15T12:17:00.000Z
- named: no
- own_domain_cited: yes
- competitors_found: Northvale FSM (SAMPLE); Asterforge Kinetics (SAMPLE); Quorim Gridworks (SAMPLE)
- cited_urls: 
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  > 


### Receipt observation-kalvenor-076

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### Receipt observation-kalvenor-017

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  > 


### Receipt observation-kalvenor-077

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  > 


### Receipt observation-kalvenor-018

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  > 


### Receipt observation-kalvenor-078

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### Receipt observation-kalvenor-019

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### Receipt observation-kalvenor-079

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### Receipt observation-kalvenor-020

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### Receipt observation-kalvenor-080

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  > 


### Receipt observation-kalvenor-021

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### Receipt observation-kalvenor-081

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### Receipt observation-kalvenor-022

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### Receipt observation-kalvenor-082

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### Receipt observation-kalvenor-023

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### Receipt observation-kalvenor-083

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### Receipt observation-kalvenor-024

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### Receipt observation-kalvenor-084

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### Receipt observation-kalvenor-025

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### Receipt observation-kalvenor-085

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### Receipt observation-kalvenor-026

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### Receipt observation-kalvenor-086

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### Receipt observation-kalvenor-027

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  > 


### Receipt observation-kalvenor-087

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### Receipt observation-kalvenor-028

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  > 


### Receipt observation-kalvenor-088

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  > 


### Receipt observation-kalvenor-029

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  > 


### Receipt observation-kalvenor-089

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  > 


### Receipt observation-kalvenor-030

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  > 


### Receipt observation-kalvenor-090

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  > 


### Receipt observation-kalvenor-031

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  > 


### Receipt observation-kalvenor-091

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  > 


### Receipt observation-kalvenor-032

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  > 


### Receipt observation-kalvenor-092

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  > 


### Receipt observation-kalvenor-033

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  > 


### Receipt observation-kalvenor-093

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  > 


### Receipt observation-kalvenor-034

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  > 


### Receipt observation-kalvenor-094

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  > 


### Receipt observation-kalvenor-035

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  > 


### Receipt observation-kalvenor-095

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  > 


### Receipt observation-kalvenor-036

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  > 


### Receipt observation-kalvenor-096

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  > 


### Receipt observation-kalvenor-037

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  > 


### Receipt observation-kalvenor-097

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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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  > 


### Receipt observation-kalvenor-038

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  > 


### Receipt observation-kalvenor-098

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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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  > 


### Receipt observation-kalvenor-039

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  > 


### Receipt observation-kalvenor-099

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  > 


### Receipt observation-kalvenor-040

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  > 


### Receipt observation-kalvenor-100

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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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  > 


### Receipt observation-kalvenor-041

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  > 


### Receipt observation-kalvenor-101

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- pass_kind: scheduled
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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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  > 


### Receipt observation-kalvenor-042

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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-102

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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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  > 


### Receipt observation-kalvenor-043

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  > 


### Receipt observation-kalvenor-103

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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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  > 


### Receipt observation-kalvenor-044

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  > 


### Receipt observation-kalvenor-104

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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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  > 


### Receipt observation-kalvenor-045

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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-105

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  > 


### Receipt observation-kalvenor-046

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  > 


### Receipt observation-kalvenor-106

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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-047

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  > 


### Receipt observation-kalvenor-107

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- question_text: Which field service tools combine dispatch, technician mobile apps, and reporting?
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  > 


### Receipt observation-kalvenor-048

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- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
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  > 


### Receipt observation-kalvenor-108

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  > 


### Receipt observation-kalvenor-049

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  > 


### Receipt observation-kalvenor-109

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  > 


### Receipt observation-kalvenor-050

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- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
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  > 


### Receipt observation-kalvenor-110

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- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-051

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- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-111

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- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-052

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- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
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- competitors_found: Northvale FSM (SAMPLE); Veltrune Systems (SAMPLE)
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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-112

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- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
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- cited_urls: 
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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-053

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- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
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- named: yes
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- competitors_found: Veltrune Systems (SAMPLE)
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- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-113

- receipt_id: observation-kalvenor-113
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- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
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- competitors_found: Northvale FSM (SAMPLE); Veltrune Systems (SAMPLE)
- cited_urls: 
- excluded: no
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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-054

- receipt_id: observation-kalvenor-054
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- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
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- named: no
- own_domain_cited: no
- competitors_found: Veltrune Systems (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-114

- receipt_id: observation-kalvenor-114
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- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
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- named: no
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- competitors_found: Northvale FSM (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-055

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- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
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- own_domain_cited: yes
- competitors_found: Veltrune Systems (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-115

- receipt_id: observation-kalvenor-115
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- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
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- competitors_found: 
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- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-056

- receipt_id: observation-kalvenor-056
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- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
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- named: yes
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- competitors_found: Veltrune Systems (SAMPLE)
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-116

- receipt_id: observation-kalvenor-116
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- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
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- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-057

- receipt_id: observation-kalvenor-057
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:58:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-117

- receipt_id: observation-kalvenor-117
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-058

- receipt_id: observation-kalvenor-058
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 5
- question_text: Which field service software is best for plumbing teams that need mobile estimates and invoices?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-kalvenor-118

- receipt_id: observation-kalvenor-118
- run_id: baseline-kalvenor-001
- pass_id: run-kalvenor-001
- pass_kind: scheduled
- question_id: 10
- question_text: How should a buyer evaluate field service management software before replacing spreadsheets?
- engine: Google AI Overviews
- observed_at: 2026-01-15T12:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 


### Receipt observation-dd437f74-1e55-4282-89c5-efb7b17154cf

- receipt_id: observation-dd437f74-1e55-4282-89c5-efb7b17154cf
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: ChatGPT
- observed_at: 2026-05-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/8; https://asterforge.example/core/8; https://fieldservicereview.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4f2d5023-d2db-44e8-8eba-7a7a61be8f70

- receipt_id: observation-4f2d5023-d2db-44e8-8eba-7a7a61be8f70
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Claude
- observed_at: 2026-05-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/core/8; https://northvalefsm.example/core/8; https://cindermark.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-609e8e73-9542-48e4-812e-636b290da9b5

- receipt_id: observation-609e8e73-9542-48e4-812e-636b290da9b5
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Mode
- observed_at: 2026-05-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://softwarecompare.example/core/8; https://cindermark.example/core/8; https://servicetechforum.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-29f973c7-0e86-4460-87cc-6d1f0ba32062

- receipt_id: observation-29f973c7-0e86-4460-87cc-6d1f0ba32062
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Overviews
- observed_at: 2026-05-12T09:24:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/8; https://cindermark.example/core/8; https://softwarecompare.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-dac7886c-e916-4f2e-85d5-d2a6a537d76d

- receipt_id: observation-dac7886c-e916-4f2e-85d5-d2a6a537d76d
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Perplexity
- observed_at: 2026-05-12T09:24:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/core/8; https://softwarecompare.example/core/8; https://orbitfield.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7da4d697-48e9-4ea2-8ff4-0d1ab2570045

- receipt_id: observation-7da4d697-48e9-4ea2-8ff4-0d1ab2570045
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: ChatGPT
- observed_at: 2026-05-12T10:03:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://fieldservicereview.example/core/1; https://veranofsm.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-aeccc80b-1b18-4a34-88e2-ed11670fc356

- receipt_id: observation-aeccc80b-1b18-4a34-88e2-ed11670fc356
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Claude
- observed_at: 2026-05-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/1; https://operationsweekly.example/core/1; https://servicetechforum.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f465269a-f3e5-4e5a-80b9-f9ca9fcd364f

- receipt_id: observation-f465269a-f3e5-4e5a-80b9-f9ca9fcd364f
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Mode
- observed_at: 2026-05-12T10:03:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://softwarecompare.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0baaa5c4-b7e2-4466-819d-c668d36f3bdf

- receipt_id: observation-0baaa5c4-b7e2-4466-819d-c668d36f3bdf
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Overviews
- observed_at: 2026-05-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://trakwell.example/core/1; https://orbitfield.example/core/1; https://servicebuyersguide.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > Buyers asking "What is field service management 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.


### Receipt observation-f3743ec9-f444-4f90-868e-01d879cc2853

- receipt_id: observation-f3743ec9-f444-4f90-868e-01d879cc2853
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Perplexity
- observed_at: 2026-05-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://cindermark.example/core/1; https://veranofsm.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3a1a898f-21f7-4886-8762-5963d3e91d40

- receipt_id: observation-3a1a898f-21f7-4886-8762-5963d3e91d40
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: ChatGPT
- observed_at: 2026-05-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/9; https://servicetechforum.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e5d43ce6-4e95-45d1-8f75-6dd7f67d0afe

- receipt_id: observation-e5d43ce6-4e95-45d1-8f75-6dd7f67d0afe
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Claude
- observed_at: 2026-05-12T10:27:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-98d04192-8c38-4876-803f-58dd1123d12b

- receipt_id: observation-98d04192-8c38-4876-803f-58dd1123d12b
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Mode
- observed_at: 2026-05-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://servicetechforum.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-842a458c-1986-47d2-89ee-5b3fcf99060e

- receipt_id: observation-842a458c-1986-47d2-89ee-5b3fcf99060e
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Overviews
- observed_at: 2026-05-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://orbitfield.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-40bc1c7c-70b6-438a-89d3-31db654f579c

- receipt_id: observation-40bc1c7c-70b6-438a-89d3-31db654f579c
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Perplexity
- observed_at: 2026-05-12T10:27:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/9; https://servicebuyersguide.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e5c024d7-5d16-46b5-8277-d525ce65cf73

- receipt_id: observation-e5c024d7-5d16-46b5-8277-d525ce65cf73
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: ChatGPT
- observed_at: 2026-05-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://trakwell.example/core/2; https://cindermark.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a69ca3cb-7dcb-4936-85b9-ddb4ba418f6a

- receipt_id: observation-a69ca3cb-7dcb-4936-85b9-ddb4ba418f6a
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Claude
- observed_at: 2026-05-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Orbit Field
- cited_urls: https://northvalefsm.example/core/2; https://orbitfield.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fe18e1bd-5e8e-4d40-8c0f-546eea913d27

- receipt_id: observation-fe18e1bd-5e8e-4d40-8c0f-546eea913d27
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Mode
- observed_at: 2026-05-12T11:06:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicetechforum.example/core/2; https://northvalefsm.example/core/2; https://servicebuyersguide.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > Buyers asking "Which software helps a company schedule and dispatch field technicians?" 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.


### Receipt observation-08eb8cce-6a7f-4248-8449-d3d39eadc203

- receipt_id: observation-08eb8cce-6a7f-4248-8449-d3d39eadc203
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Overviews
- observed_at: 2026-05-12T11:06:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://cindermark.example/core/2; https://fieldservicereview.example/core/2; https://orbitfield.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8157a68c-8e18-448a-850d-94af2e04dd1b

- receipt_id: observation-8157a68c-8e18-448a-850d-94af2e04dd1b
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Perplexity
- observed_at: 2026-05-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicebuyersguide.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5f9f1869-2d81-4309-86ee-c08aaa611e18

- receipt_id: observation-5f9f1869-2d81-4309-86ee-c08aaa611e18
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: ChatGPT
- observed_at: 2026-05-12T11:30:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://cindermark.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ef9c613f-b475-4af2-8b8c-22cdb05627c3

- receipt_id: observation-ef9c613f-b475-4af2-8b8c-22cdb05627c3
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Claude
- observed_at: 2026-05-12T11:30:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://servicebuyersguide.example/core/10; https://softwarecompare.example/core/10; https://hvacoperations.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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 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.


### Receipt observation-76ecbe6a-d594-45aa-86ec-18b6a372e46b

- receipt_id: observation-76ecbe6a-d594-45aa-86ec-18b6a372e46b
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Mode
- observed_at: 2026-05-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://trakwell.example/core/10; https://hvacoperations.example/core/10; https://cindermark.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a706ddd5-302b-4c38-8a85-164b44858bd7

- receipt_id: observation-a706ddd5-302b-4c38-8a85-164b44858bd7
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Overviews
- observed_at: 2026-05-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/core/10; https://orbitfield.example/core/10; https://fieldservicereview.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c9a697f0-fab4-467f-8c1d-4d9f8cce1b73

- receipt_id: observation-c9a697f0-fab4-467f-8c1d-4d9f8cce1b73
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Perplexity
- observed_at: 2026-05-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://hvacoperations.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2c14ea5a-bbd3-4707-8586-ad1754776178

- receipt_id: observation-2c14ea5a-bbd3-4707-8586-ad1754776178
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: ChatGPT
- observed_at: 2026-05-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://softwarecompare.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ec017469-b594-4351-8d27-e12b36311356

- receipt_id: observation-ec017469-b594-4351-8d27-e12b36311356
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Claude
- observed_at: 2026-05-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://orbitfield.example/core/3; https://northvalefsm.example/core/3; https://asterforge.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b0a4a35d-9cbc-4771-810c-45823f17529d

- receipt_id: observation-b0a4a35d-9cbc-4771-810c-45823f17529d
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Mode
- observed_at: 2026-05-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://asterforge.example/core/3; https://servicebuyersguide.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-85389fc3-288e-4acb-8a0b-3fa2b78734d1

- receipt_id: observation-85389fc3-288e-4acb-8a0b-3fa2b78734d1
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Overviews
- observed_at: 2026-05-12T12:09:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/core/3; https://northvalefsm.example/core/3; https://asterforge.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-950f3544-f9f6-44bc-8abd-2a251afe5f41

- receipt_id: observation-950f3544-f9f6-44bc-8abd-2a251afe5f41
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Perplexity
- observed_at: 2026-05-12T12:09:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://veranofsm.example/core/3; https://hvacoperations.example/core/3; https://operationsweekly.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bd610815-58b9-4def-8d02-1d59ec181ae5

- receipt_id: observation-bd610815-58b9-4def-8d02-1d59ec181ae5
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: ChatGPT
- observed_at: 2026-05-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://northvalefsm.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b48a648d-a0ec-494b-8c49-faa713ca9dfd

- receipt_id: observation-b48a648d-a0ec-494b-8c49-faa713ca9dfd
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Claude
- observed_at: 2026-05-12T13:12:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://cindermark.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4d3a4bb0-4905-4df0-85f4-57a86ab0e193

- receipt_id: observation-4d3a4bb0-4905-4df0-85f4-57a86ab0e193
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Mode
- observed_at: 2026-05-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://trakwell.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e41218d3-6d04-4a79-8518-82f7ff0a45e2

- receipt_id: observation-e41218d3-6d04-4a79-8518-82f7ff0a45e2
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Overviews
- observed_at: 2026-05-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://veranofsm.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6ec09cf8-78f4-44db-8c8c-aaed20d89aa2

- receipt_id: observation-6ec09cf8-78f4-44db-8c8c-aaed20d89aa2
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Perplexity
- observed_at: 2026-05-12T13:12:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/4; https://asterforge.example/core/4; https://cindermark.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b288ce37-5850-419c-801c-36749177560b

- receipt_id: observation-b288ce37-5850-419c-801c-36749177560b
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: ChatGPT
- observed_at: 2026-05-12T14:15:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Cindermark
- cited_urls: https://operationsweekly.example/core/5; https://asterforge.example/core/5; https://hvacoperations.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ed970b48-c228-4ac2-8d5d-e7548569551d

- receipt_id: observation-ed970b48-c228-4ac2-8d5d-e7548569551d
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Claude
- observed_at: 2026-05-12T14:15:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://fieldservicereview.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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 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.


### Receipt observation-4150a4b1-552c-415a-847c-4f716832b340

- receipt_id: observation-4150a4b1-552c-415a-847c-4f716832b340
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Mode
- observed_at: 2026-05-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://asterforge.example/core/5; https://trakwell.example/core/5; https://operationsweekly.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-96066a74-e8ef-4c4f-8522-3e01fa0778a5

- receipt_id: observation-96066a74-e8ef-4c4f-8522-3e01fa0778a5
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Overviews
- observed_at: 2026-05-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-90d79c1b-9315-4f4e-894e-36267c128f54

- receipt_id: observation-90d79c1b-9315-4f4e-894e-36267c128f54
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Perplexity
- observed_at: 2026-05-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Cindermark
- cited_urls: https://servicetechforum.example/core/5; https://trakwell.example/core/5; https://northvalefsm.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > Buyers asking "How does field service management software differ from general work order software?" 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.


### Receipt observation-36d845d6-65db-4f5d-8a9c-6851378a31a9

- receipt_id: observation-36d845d6-65db-4f5d-8a9c-6851378a31a9
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: ChatGPT
- observed_at: 2026-05-12T15:18:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/core/6; https://asterforge.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a24fde66-eef6-4a25-8a94-00dd4708b6f6

- receipt_id: observation-a24fde66-eef6-4a25-8a94-00dd4708b6f6
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Claude
- observed_at: 2026-05-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://operationsweekly.example/core/6; https://orbitfield.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a8cdf96d-1ab3-4cf2-8be7-af6b67dc2047

- receipt_id: observation-a8cdf96d-1ab3-4cf2-8be7-af6b67dc2047
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Mode
- observed_at: 2026-05-12T15:18:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://servicetechforum.example/core/6; https://hvacoperations.example/core/6; https://operationsweekly.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e308107a-0b31-42a0-8ee6-e403bc58d425

- receipt_id: observation-e308107a-0b31-42a0-8ee6-e403bc58d425
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Overviews
- observed_at: 2026-05-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/core/6; https://trakwell.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-dc4c01a9-2536-452b-8ef9-31118263d45d

- receipt_id: observation-dc4c01a9-2536-452b-8ef9-31118263d45d
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Perplexity
- observed_at: 2026-05-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://fieldservicereview.example/core/6; https://hvacoperations.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1fe7fc87-297c-4941-8754-dd190a8ef772

- receipt_id: observation-1fe7fc87-297c-4941-8754-dd190a8ef772
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: ChatGPT
- observed_at: 2026-05-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/7; https://fieldservicereview.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4e74b6bd-6f47-43a7-8356-5c8a665785ce

- receipt_id: observation-4e74b6bd-6f47-43a7-8356-5c8a665785ce
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Claude
- observed_at: 2026-05-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/7; https://trakwell.example/core/7; https://softwarecompare.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-eab635f6-b0b6-4796-835f-b36b83acaaf1

- receipt_id: observation-eab635f6-b0b6-4796-835f-b36b83acaaf1
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Mode
- observed_at: 2026-05-12T16:21:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7896f013-7274-4214-8684-17a94425da43

- receipt_id: observation-7896f013-7274-4214-8684-17a94425da43
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Overviews
- observed_at: 2026-05-12T16:21:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://trakwell.example/core/7; https://fieldservicereview.example/core/7; https://veranofsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0fa1c361-cd9f-43c7-803f-db96a67927f1

- receipt_id: observation-0fa1c361-cd9f-43c7-803f-db96a67927f1
- run_id: kalvenor-monitor
- pass_id: 2026-05
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Perplexity
- observed_at: 2026-05-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://operationsweekly.example/core/7; https://northvalefsm.example/core/7; https://cindermark.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c6b20b34-b4a0-46e1-8838-c72b9f3dce56

- receipt_id: observation-c6b20b34-b4a0-46e1-8838-c72b9f3dce56
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: ChatGPT
- observed_at: 2026-06-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://northvalefsm.example/core/8; https://servicebuyersguide.example/core/8; https://hvacoperations.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c3101b7b-2166-4224-8f32-ef911f89c2d7

- receipt_id: observation-c3101b7b-2166-4224-8f32-ef911f89c2d7
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Claude
- observed_at: 2026-06-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://cindermark.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-953df478-4400-4c1f-8dbc-c24fa5586d25

- receipt_id: observation-953df478-4400-4c1f-8dbc-c24fa5586d25
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Mode
- observed_at: 2026-06-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://trakwell.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-95e650fe-b443-4b97-8947-893168a87098

- receipt_id: observation-95e650fe-b443-4b97-8947-893168a87098
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Overviews
- observed_at: 2026-06-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://hvacoperations.example/core/8; https://operationsweekly.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e7bd637c-effc-4fd2-8f24-3aa0ab8e0d15

- receipt_id: observation-e7bd637c-effc-4fd2-8f24-3aa0ab8e0d15
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Perplexity
- observed_at: 2026-06-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://cindermark.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1108e626-694e-4ff9-8494-179f49d031ae

- receipt_id: observation-1108e626-694e-4ff9-8494-179f49d031ae
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: ChatGPT
- observed_at: 2026-06-12T10:03:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://servicetechforum.example/core/1; https://trakwell.example/core/1; https://cindermark.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7c86681f-8f8b-47d6-8a0a-62fb41dd1fc6

- receipt_id: observation-7c86681f-8f8b-47d6-8a0a-62fb41dd1fc6
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Claude
- observed_at: 2026-06-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://asterforge.example/core/1; https://trakwell.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b07d5e5b-94a1-467f-8174-109c27ba2fa2

- receipt_id: observation-b07d5e5b-94a1-467f-8174-109c27ba2fa2
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Mode
- observed_at: 2026-06-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://hvacoperations.example/core/1; https://northvalefsm.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c1f65c95-fcc1-4c38-87e3-e0a80b93c53b

- receipt_id: observation-c1f65c95-fcc1-4c38-87e3-e0a80b93c53b
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Overviews
- observed_at: 2026-06-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://cindermark.example/core/1; https://servicebuyersguide.example/core/1; https://fieldservicereview.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a527e547-842a-445e-874f-b3fa02f28601

- receipt_id: observation-a527e547-842a-445e-874f-b3fa02f28601
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Perplexity
- observed_at: 2026-06-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://servicetechforum.example/core/1; https://orbitfield.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cb29b218-6a1b-4a1f-872f-fdef39784b59

- receipt_id: observation-cb29b218-6a1b-4a1f-872f-fdef39784b59
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: ChatGPT
- observed_at: 2026-06-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://fieldservicereview.example/core/9; https://servicebuyersguide.example/core/9; https://servicetechforum.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8c8421c4-6867-4af6-8991-bd94308b5e3a

- receipt_id: observation-8c8421c4-6867-4af6-8991-bd94308b5e3a
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Claude
- observed_at: 2026-06-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://asterforge.example/core/9; https://northvalefsm.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-41bb5025-65fc-44ee-878a-715174404b10

- receipt_id: observation-41bb5025-65fc-44ee-878a-715174404b10
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Mode
- observed_at: 2026-06-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://asterforge.example/core/9; https://servicebuyersguide.example/core/9; https://fieldservicereview.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3446d45a-59ad-405c-875b-f7bd14e16cd0

- receipt_id: observation-3446d45a-59ad-405c-875b-f7bd14e16cd0
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Overviews
- observed_at: 2026-06-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://veranofsm.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-503934da-c105-4c1c-8bcb-d29374ef2152

- receipt_id: observation-503934da-c105-4c1c-8bcb-d29374ef2152
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Perplexity
- observed_at: 2026-06-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/core/9; https://trakwell.example/core/9; https://fieldservicereview.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d80d8cf8-43d7-4d01-8825-c416599ef312

- receipt_id: observation-d80d8cf8-43d7-4d01-8825-c416599ef312
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: ChatGPT
- observed_at: 2026-06-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://fieldservicereview.example/core/2; https://veranofsm.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9b9ff8a0-466a-4179-853e-e4b250c11c3e

- receipt_id: observation-9b9ff8a0-466a-4179-853e-e4b250c11c3e
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Claude
- observed_at: 2026-06-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Cindermark
- cited_urls: https://asterforge.example/core/2; https://orbitfield.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6dbe2b12-9756-485f-8bbb-e67bcd3bc3e0

- receipt_id: observation-6dbe2b12-9756-485f-8bbb-e67bcd3bc3e0
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Mode
- observed_at: 2026-06-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/core/2; https://servicebuyersguide.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9803ff10-4d78-433a-8bc4-7f14f2e73670

- receipt_id: observation-9803ff10-4d78-433a-8bc4-7f14f2e73670
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Overviews
- observed_at: 2026-06-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://hvacoperations.example/core/2; https://fieldservicereview.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-baf52eb9-7a27-4145-83eb-caa019404ebb

- receipt_id: observation-baf52eb9-7a27-4145-83eb-caa019404ebb
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Perplexity
- observed_at: 2026-06-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://trakwell.example/core/2; https://servicetechforum.example/core/2; https://softwarecompare.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-369b4798-b7fd-4766-8b63-91676b71d5a6

- receipt_id: observation-369b4798-b7fd-4766-8b63-91676b71d5a6
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: ChatGPT
- observed_at: 2026-06-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://veranofsm.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-04b9fc8b-5a28-407f-822b-bdd5f5d90cda

- receipt_id: observation-04b9fc8b-5a28-407f-822b-bdd5f5d90cda
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Claude
- observed_at: 2026-06-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://fieldservicereview.example/core/10; https://servicetechforum.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f4bf4b69-5f04-4edb-806e-d70579c168b0

- receipt_id: observation-f4bf4b69-5f04-4edb-806e-d70579c168b0
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Mode
- observed_at: 2026-06-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7c9e7714-3e52-4e46-8ceb-9e9c76f0fd5d

- receipt_id: observation-7c9e7714-3e52-4e46-8ceb-9e9c76f0fd5d
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Overviews
- observed_at: 2026-06-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Trakwell
- cited_urls: https://fieldservicereview.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-37f05ede-a77d-409d-86ff-f44d20b08de1

- receipt_id: observation-37f05ede-a77d-409d-86ff-f44d20b08de1
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Perplexity
- observed_at: 2026-06-12T11:30:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://fieldservicereview.example/core/10; https://servicetechforum.example/core/10; https://northvalefsm.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-548f6d79-57fb-46ce-8e21-a897b30d8396

- receipt_id: observation-548f6d79-57fb-46ce-8e21-a897b30d8396
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: ChatGPT
- observed_at: 2026-06-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicebuyersguide.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4c1d3853-2eee-4568-835d-c7ba87fa304a

- receipt_id: observation-4c1d3853-2eee-4568-835d-c7ba87fa304a
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Claude
- observed_at: 2026-06-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/core/3; https://asterforge.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-84ae2dd5-058a-4e66-8506-994524bbab8f

- receipt_id: observation-84ae2dd5-058a-4e66-8506-994524bbab8f
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Mode
- observed_at: 2026-06-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://fieldservicereview.example/core/3; https://orbitfield.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2749e64c-dd08-4d8f-8668-b7d825365075

- receipt_id: observation-2749e64c-dd08-4d8f-8668-b7d825365075
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Overviews
- observed_at: 2026-06-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://fieldservicereview.example/core/3; https://softwarecompare.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-846e6b78-83f3-4e6d-85b9-a9b2c4ec5ada

- receipt_id: observation-846e6b78-83f3-4e6d-85b9-a9b2c4ec5ada
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- pass_id: 2026-06
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Perplexity
- observed_at: 2026-06-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://fieldservicereview.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-36786f6c-f220-4325-883f-94595735590b

- receipt_id: observation-36786f6c-f220-4325-883f-94595735590b
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: ChatGPT
- observed_at: 2026-06-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/core/4; https://asterforge.example/core/4; https://veranofsm.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1ba6e70e-9426-4e08-8c3a-8fb3b6a925d9

- receipt_id: observation-1ba6e70e-9426-4e08-8c3a-8fb3b6a925d9
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- pass_id: 2026-06
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Claude
- observed_at: 2026-06-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://hvacoperations.example/core/4; https://asterforge.example/core/4; https://servicebuyersguide.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-294b16ab-858e-4ebc-8316-b8035a2a316c

- receipt_id: observation-294b16ab-858e-4ebc-8316-b8035a2a316c
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Mode
- observed_at: 2026-06-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://northvalefsm.example/core/4; https://trakwell.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1643df4d-d40a-4698-85f2-c7c721d8a566

- receipt_id: observation-1643df4d-d40a-4698-85f2-c7c721d8a566
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Overviews
- observed_at: 2026-06-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4688710c-8e96-4d26-8fe7-81d9cc013b32

- receipt_id: observation-4688710c-8e96-4d26-8fe7-81d9cc013b32
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Perplexity
- observed_at: 2026-06-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://cindermark.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a1c9f860-904b-4ce7-8e5d-461d799636fa

- receipt_id: observation-a1c9f860-904b-4ce7-8e5d-461d799636fa
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: ChatGPT
- observed_at: 2026-06-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://hvacoperations.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8cf8c611-c9de-439a-803a-7eef2c5d2311

- receipt_id: observation-8cf8c611-c9de-439a-803a-7eef2c5d2311
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Claude
- observed_at: 2026-06-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Orbit Field
- cited_urls: https://operationsweekly.example/core/5; https://veranofsm.example/core/5; https://servicetechforum.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fe9e3ddf-d0c7-40f8-879d-885d9f9af0b1

- receipt_id: observation-fe9e3ddf-d0c7-40f8-879d-885d9f9af0b1
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- pass_id: 2026-06
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Mode
- observed_at: 2026-06-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Verano FSM; Orbit Field
- cited_urls: https://hvacoperations.example/core/5; https://softwarecompare.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0de91b2b-c146-4fa4-8472-0e7dfebfd13f

- receipt_id: observation-0de91b2b-c146-4fa4-8472-0e7dfebfd13f
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Overviews
- observed_at: 2026-06-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Orbit Field; Cindermark
- cited_urls: https://servicetechforum.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fb3df842-e99c-4f67-886b-375c74553556

- receipt_id: observation-fb3df842-e99c-4f67-886b-375c74553556
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Perplexity
- observed_at: 2026-06-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://veranofsm.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4d1be158-84a6-4a1d-89d1-609f03556c95

- receipt_id: observation-4d1be158-84a6-4a1d-89d1-609f03556c95
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: ChatGPT
- observed_at: 2026-06-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-43229be1-d9f7-4cd3-8654-2977e7245425

- receipt_id: observation-43229be1-d9f7-4cd3-8654-2977e7245425
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Claude
- observed_at: 2026-06-12T15:18:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/core/6; https://fieldservicereview.example/core/6; https://servicebuyersguide.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-58bf6b17-8779-440a-8e3e-dbadec47e4e2

- receipt_id: observation-58bf6b17-8779-440a-8e3e-dbadec47e4e2
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Mode
- observed_at: 2026-06-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://orbitfield.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0164bf25-4780-42c3-87c5-c652900bda3c

- receipt_id: observation-0164bf25-4780-42c3-87c5-c652900bda3c
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Overviews
- observed_at: 2026-06-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/core/6; https://softwarecompare.example/core/6; https://veranofsm.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-94b8507e-15c3-4080-84cb-787f925fe5fd

- receipt_id: observation-94b8507e-15c3-4080-84cb-787f925fe5fd
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Perplexity
- observed_at: 2026-06-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/core/6; https://operationsweekly.example/core/6; https://asterforge.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0baf41aa-4bb4-4d3a-89a3-a5424f71cc62

- receipt_id: observation-0baf41aa-4bb4-4d3a-89a3-a5424f71cc62
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: ChatGPT
- observed_at: 2026-06-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/core/7; https://veranofsm.example/core/7; https://softwarecompare.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-11eea02c-029d-4e6a-860b-bec814369511

- receipt_id: observation-11eea02c-029d-4e6a-860b-bec814369511
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Claude
- observed_at: 2026-06-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-374b0693-ea44-4f7e-8796-10195efcda4c

- receipt_id: observation-374b0693-ea44-4f7e-8796-10195efcda4c
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Mode
- observed_at: 2026-06-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/core/7; https://operationsweekly.example/core/7; https://trakwell.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a71d4bbb-429e-4ecc-8e8b-104f262894a4

- receipt_id: observation-a71d4bbb-429e-4ecc-8e8b-104f262894a4
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Overviews
- observed_at: 2026-06-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c2b375e0-5d23-4869-8ab3-ca74f3165247

- receipt_id: observation-c2b375e0-5d23-4869-8ab3-ca74f3165247
- run_id: kalvenor-monitor
- pass_id: 2026-06
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Perplexity
- observed_at: 2026-06-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://softwarecompare.example/core/7; https://cindermark.example/core/7; https://veranofsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-023e0beb-df4e-44a5-86a4-ad547806cc05

- receipt_id: observation-023e0beb-df4e-44a5-86a4-ad547806cc05
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: ChatGPT
- observed_at: 2026-07-08T08:03:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://cindermark.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-66d46460-757f-43da-8bae-8d8384e7ed2d

- receipt_id: observation-66d46460-757f-43da-8bae-8d8384e7ed2d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Claude
- observed_at: 2026-07-08T08:03:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://servicetechforum.example/core/9; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8cc00866-6785-47aa-8e06-c480bc57b71d

- receipt_id: observation-8cc00866-6785-47aa-8e06-c480bc57b71d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Mode
- observed_at: 2026-07-08T08:03:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Trakwell; Cindermark
- cited_urls: https://cindermark.example/core/9; https://northvalefsm.example/core/9; https://servicetechforum.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1365e010-0d9c-4223-8e03-fc51dbee4fc0

- receipt_id: observation-1365e010-0d9c-4223-8e03-fc51dbee4fc0
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Overviews
- observed_at: 2026-07-08T08:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://hvacoperations.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f38fbecf-f0be-4877-88e2-2628e6fcae50

- receipt_id: observation-f38fbecf-f0be-4877-88e2-2628e6fcae50
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Perplexity
- observed_at: 2026-07-08T08:03:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://servicebuyersguide.example/core/9; https://servicetechforum.example/core/9; https://hvacoperations.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-79651f70-0ebd-491a-81dd-b79ebb0fd163

- receipt_id: observation-79651f70-0ebd-491a-81dd-b79ebb0fd163
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: ChatGPT
- observed_at: 2026-07-08T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://cindermark.example/role/18; https://softwarecompare.example/role/18; https://veranofsm.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7daf20a5-5fa6-4c83-80ab-0be27a16088c

- receipt_id: observation-7daf20a5-5fa6-4c83-80ab-0be27a16088c
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Claude
- observed_at: 2026-07-08T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://veranofsm.example/role/18; https://northvalefsm.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c1f4c877-df24-4553-860e-562f8b04599f

- receipt_id: observation-c1f4c877-df24-4553-860e-562f8b04599f
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Google AI Mode
- observed_at: 2026-07-08T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: yes
- exclusion_reason: Timeout
- answer_text (the engine's words):

  > 


### Receipt observation-e03a0557-2c9e-4a20-8a9f-5325ebce97e6

- receipt_id: observation-e03a0557-2c9e-4a20-8a9f-5325ebce97e6
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Google AI Overviews
- observed_at: 2026-07-08T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://orbitfield.example/role/18; https://operationsweekly.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7d8a5845-c261-4caf-8597-4dd52beea0ee

- receipt_id: observation-7d8a5845-c261-4caf-8597-4dd52beea0ee
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Perplexity
- observed_at: 2026-07-08T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://trakwell.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f3705c39-d8aa-421c-836c-fe06709db3ec

- receipt_id: observation-f3705c39-d8aa-421c-836c-fe06709db3ec
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: ChatGPT
- observed_at: 2026-07-08T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/use_case/27; https://orbitfield.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4f26724a-a2e7-44f9-8231-cc475bcf5874

- receipt_id: observation-4f26724a-a2e7-44f9-8231-cc475bcf5874
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Claude
- observed_at: 2026-07-08T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0a670c0f-a79b-4af5-812d-3927f456d6b8

- receipt_id: observation-0a670c0f-a79b-4af5-812d-3927f456d6b8
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Google AI Mode
- observed_at: 2026-07-08T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://servicetechforum.example/use_case/27; https://hvacoperations.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-64e7737b-cef7-4c7a-8525-94e74ecc7b0b

- receipt_id: observation-64e7737b-cef7-4c7a-8525-94e74ecc7b0b
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Google AI Overviews
- observed_at: 2026-07-08T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://orbitfield.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-393b294a-5340-4ad8-8dba-0d4bbdc0c690

- receipt_id: observation-393b294a-5340-4ad8-8dba-0d4bbdc0c690
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Perplexity
- observed_at: 2026-07-08T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://asterforge.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d63c651c-456e-4da5-8ed3-a562be38880a

- receipt_id: observation-d63c651c-456e-4da5-8ed3-a562be38880a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: ChatGPT
- observed_at: 2026-07-08T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://trakwell.example/core/1; https://softwarecompare.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6347bf90-b76b-4463-8c38-b2adcce9662a

- receipt_id: observation-6347bf90-b76b-4463-8c38-b2adcce9662a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Claude
- observed_at: 2026-07-08T09:07:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/core/1; https://fieldservicereview.example/core/1; https://operationsweekly.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d4d46a03-3028-4bdf-8629-31d2e77abaea

- receipt_id: observation-d4d46a03-3028-4bdf-8629-31d2e77abaea
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Mode
- observed_at: 2026-07-08T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicebuyersguide.example/core/1; https://trakwell.example/core/1; https://hvacoperations.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-098c9aec-f18e-4fbe-88e8-92a41d2158a4

- receipt_id: observation-098c9aec-f18e-4fbe-88e8-92a41d2158a4
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Overviews
- observed_at: 2026-07-08T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://servicetechforum.example/core/1; https://orbitfield.example/core/1; https://hvacoperations.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7a28aac1-9827-4fa4-8c6e-4ea2bf6a7bf2

- receipt_id: observation-7a28aac1-9827-4fa4-8c6e-4ea2bf6a7bf2
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Perplexity
- observed_at: 2026-07-08T09:07:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://trakwell.example/core/1; https://orbitfield.example/core/1; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4e23da59-0362-4d4f-85e5-32879c9cb998

- receipt_id: observation-4e23da59-0362-4d4f-85e5-32879c9cb998
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: ChatGPT
- observed_at: 2026-07-08T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://softwarecompare.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7e7e2b0c-f122-4934-817d-f420483de4d1

- receipt_id: observation-7e7e2b0c-f122-4934-817d-f420483de4d1
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Claude
- observed_at: 2026-07-08T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Orbit Field
- cited_urls: https://servicetechforum.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2bee3df7-9083-4949-8456-08fd590cc91a

- receipt_id: observation-2bee3df7-9083-4949-8456-08fd590cc91a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Mode
- observed_at: 2026-07-08T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://trakwell.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-35ec3e6e-c5ad-4365-87b1-15adad714028

- receipt_id: observation-35ec3e6e-c5ad-4365-87b1-15adad714028
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Overviews
- observed_at: 2026-07-08T09:10:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f6f99e18-4a0c-4ffd-85cf-4131b9aea0fc

- receipt_id: observation-f6f99e18-4a0c-4ffd-85cf-4131b9aea0fc
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Perplexity
- observed_at: 2026-07-08T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://orbitfield.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-60997b6c-488e-483b-83b3-33717e22d118

- receipt_id: observation-60997b6c-488e-483b-83b3-33717e22d118
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: ChatGPT
- observed_at: 2026-07-08T09:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f6889bd5-ce34-451d-8321-53ffa5f9bef1

- receipt_id: observation-f6889bd5-ce34-451d-8321-53ffa5f9bef1
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Claude
- observed_at: 2026-07-08T09:13:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://cindermark.example/role/19; https://hvacoperations.example/role/19; https://northvalefsm.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e7d64a48-b565-4589-8cf5-3bb42873f019

- receipt_id: observation-e7d64a48-b565-4589-8cf5-3bb42873f019
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Google AI Mode
- observed_at: 2026-07-08T09:13:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/role/19; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-afd97f41-362b-40c2-8d65-86671a4061bd

- receipt_id: observation-afd97f41-362b-40c2-8d65-86671a4061bd
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Google AI Overviews
- observed_at: 2026-07-08T09:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://fieldservicereview.example/role/19; https://orbitfield.example/role/19; https://veranofsm.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-25a30377-8ea5-40ff-886c-0c8eda8d10f0

- receipt_id: observation-25a30377-8ea5-40ff-886c-0c8eda8d10f0
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Perplexity
- observed_at: 2026-07-08T09:13:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://northvalefsm.example/role/19; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fa4657cf-4ff8-4518-8a4c-641c9e92c448

- receipt_id: observation-fa4657cf-4ff8-4518-8a4c-641c9e92c448
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: ChatGPT
- observed_at: 2026-07-08T09:16:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-351b343c-f011-4345-89c4-6edf7766fe1f

- receipt_id: observation-351b343c-f011-4345-89c4-6edf7766fe1f
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Claude
- observed_at: 2026-07-08T09:16:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://softwarecompare.example/use_case/28; https://orbitfield.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d7954858-45f5-4c7b-8fda-33232865ebee

- receipt_id: observation-d7954858-45f5-4c7b-8fda-33232865ebee
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Google AI Mode
- observed_at: 2026-07-08T09:16:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicebuyersguide.example/use_case/28; https://operationsweekly.example/use_case/28; https://cindermark.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0dd9a13b-0658-4485-8ce4-505044813fd0

- receipt_id: observation-0dd9a13b-0658-4485-8ce4-505044813fd0
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Google AI Overviews
- observed_at: 2026-07-08T09:16:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://northvalefsm.example/use_case/28; https://fieldservicereview.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f530b93f-9058-4d7d-89bf-90cab74cd55e

- receipt_id: observation-f530b93f-9058-4d7d-89bf-90cab74cd55e
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Perplexity
- observed_at: 2026-07-08T09:16:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8468224e-48b5-4a66-891e-984aadeeea61

- receipt_id: observation-8468224e-48b5-4a66-891e-984aadeeea61
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: ChatGPT
- observed_at: 2026-07-08T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Orbit Field
- cited_urls: https://trakwell.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-65bb10aa-b414-48ea-810e-3a7f3006ce88

- receipt_id: observation-65bb10aa-b414-48ea-810e-3a7f3006ce88
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Claude
- observed_at: 2026-07-08T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Cindermark
- cited_urls: https://cindermark.example/core/2; https://hvacoperations.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a57e9aaf-0419-4e94-8685-0a74b12772fe

- receipt_id: observation-a57e9aaf-0419-4e94-8685-0a74b12772fe
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Mode
- observed_at: 2026-07-08T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Orbit Field; Cindermark
- cited_urls: https://northvalefsm.example/core/2; https://trakwell.example/core/2; https://fieldservicereview.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-adb29083-31ca-4d0b-84bd-6056521d1e3f

- receipt_id: observation-adb29083-31ca-4d0b-84bd-6056521d1e3f
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Overviews
- observed_at: 2026-07-08T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field; Cindermark
- cited_urls: https://servicebuyersguide.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-30344acd-eb9c-4a1a-8def-a1853da0348b

- receipt_id: observation-30344acd-eb9c-4a1a-8def-a1853da0348b
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Perplexity
- observed_at: 2026-07-08T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Cindermark
- cited_urls: https://asterforge.example/core/2; https://operationsweekly.example/core/2; https://fieldservicereview.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-11b45776-34f4-43c8-8d29-e915930c6877

- receipt_id: observation-11b45776-34f4-43c8-8d29-e915930c6877
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: ChatGPT
- observed_at: 2026-07-08T10:17:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicetechforum.example/role/11; https://orbitfield.example/role/11; https://cindermark.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-08c1e610-1db2-419a-8f4c-5522a4c3c064

- receipt_id: observation-08c1e610-1db2-419a-8f4c-5522a4c3c064
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Claude
- observed_at: 2026-07-08T10:17:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicebuyersguide.example/role/11; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-550f3f3a-5251-4ee5-84cb-9a9acdcd7039

- receipt_id: observation-550f3f3a-5251-4ee5-84cb-9a9acdcd7039
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Google AI Mode
- observed_at: 2026-07-08T10:17:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Trakwell; Cindermark
- cited_urls: https://northvalefsm.example/role/11; https://hvacoperations.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1e047871-2e5d-4cf9-8eae-2041acc55bab

- receipt_id: observation-1e047871-2e5d-4cf9-8eae-2041acc55bab
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Google AI Overviews
- observed_at: 2026-07-08T10:17:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://northvalefsm.example/role/11; https://orbitfield.example/role/11; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-557f35c4-ccc6-4d62-8801-ccb465b216f0

- receipt_id: observation-557f35c4-ccc6-4d62-8801-ccb465b216f0
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Perplexity
- observed_at: 2026-07-08T10:17:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://hvacoperations.example/role/11; https://veranofsm.example/role/11; https://servicetechforum.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1347f077-eefa-4afb-86c8-bad6d7508261

- receipt_id: observation-1347f077-eefa-4afb-86c8-bad6d7508261
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: ChatGPT
- observed_at: 2026-07-08T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Cindermark
- cited_urls: https://hvacoperations.example/role/20; https://servicebuyersguide.example/role/20; https://operationsweekly.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0850a572-75b9-439f-8da7-8b2aefbdd38e

- receipt_id: observation-0850a572-75b9-439f-8da7-8b2aefbdd38e
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Claude
- observed_at: 2026-07-08T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Cindermark
- cited_urls: https://cindermark.example/role/20; https://trakwell.example/role/20; https://fieldservicereview.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2daf379c-b317-4957-8795-6d0c5fb89a73

- receipt_id: observation-2daf379c-b317-4957-8795-6d0c5fb89a73
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Google AI Mode
- observed_at: 2026-07-08T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://servicebuyersguide.example/role/20; https://asterforge.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bb269008-5ddf-477b-802e-b81b30cde9bd

- receipt_id: observation-bb269008-5ddf-477b-802e-b81b30cde9bd
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Google AI Overviews
- observed_at: 2026-07-08T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://hvacoperations.example/role/20; https://servicebuyersguide.example/role/20; https://veranofsm.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d9357030-cb3b-44fe-8946-a5d6c4bad69d

- receipt_id: observation-d9357030-cb3b-44fe-8946-a5d6c4bad69d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Perplexity
- observed_at: 2026-07-08T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://servicetechforum.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-87777e59-bbab-4da7-81ab-d04e7650625c

- receipt_id: observation-87777e59-bbab-4da7-81ab-d04e7650625c
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: ChatGPT
- observed_at: 2026-07-08T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://orbitfield.example/use_case/29; https://cindermark.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-344ba386-fc67-4841-8141-8f66996b3947

- receipt_id: observation-344ba386-fc67-4841-8141-8f66996b3947
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Claude
- observed_at: 2026-07-08T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field; Cindermark
- cited_urls: https://fieldservicereview.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bae97c42-7e9e-4a74-8f16-3bfeefd58817

- receipt_id: observation-bae97c42-7e9e-4a74-8f16-3bfeefd58817
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Google AI Mode
- observed_at: 2026-07-08T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://servicebuyersguide.example/use_case/29; https://orbitfield.example/use_case/29; https://hvacoperations.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f9e76d5f-b3b5-4529-89dc-154be7b80c42

- receipt_id: observation-f9e76d5f-b3b5-4529-89dc-154be7b80c42
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Google AI Overviews
- observed_at: 2026-07-08T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Trakwell; Cindermark
- cited_urls: https://servicetechforum.example/use_case/29; https://northvalefsm.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b37edce5-a157-4fb8-8677-7b073eed32c4

- receipt_id: observation-b37edce5-a157-4fb8-8677-7b073eed32c4
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Perplexity
- observed_at: 2026-07-08T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Trakwell
- cited_urls: https://hvacoperations.example/use_case/29; https://cindermark.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d346225d-677f-4cd2-86dd-841e869f5671

- receipt_id: observation-d346225d-677f-4cd2-86dd-841e869f5671
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: ChatGPT
- observed_at: 2026-07-08T11:21:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://veranofsm.example/core/3; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a8af27f3-a025-46e1-8355-5defa0b2873b

- receipt_id: observation-a8af27f3-a025-46e1-8355-5defa0b2873b
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Claude
- observed_at: 2026-07-08T11:21:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-358554d2-5bf9-48ce-8e91-7ffe37594433

- receipt_id: observation-358554d2-5bf9-48ce-8e91-7ffe37594433
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Mode
- observed_at: 2026-07-08T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://fieldservicereview.example/core/3; https://trakwell.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f5d5efc1-070a-417f-8b1a-6eafe9b29939

- receipt_id: observation-f5d5efc1-070a-417f-8b1a-6eafe9b29939
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Overviews
- observed_at: 2026-07-08T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://asterforge.example/core/3; https://cindermark.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-81d43578-39c4-48cb-883a-5afd40cb7108

- receipt_id: observation-81d43578-39c4-48cb-883a-5afd40cb7108
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Perplexity
- observed_at: 2026-07-08T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: yes
- exclusion_reason: Timeout
- answer_text (the engine's words):

  > 


### Receipt observation-c38cf526-a948-4368-8fe3-09f890afbb8c

- receipt_id: observation-c38cf526-a948-4368-8fe3-09f890afbb8c
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: ChatGPT
- observed_at: 2026-07-08T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://fieldservicereview.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3c1429cd-079d-4650-88f2-77e55c6c5eef

- receipt_id: observation-3c1429cd-079d-4650-88f2-77e55c6c5eef
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Claude
- observed_at: 2026-07-08T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://fieldservicereview.example/role/12; https://servicebuyersguide.example/role/12; https://hvacoperations.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-eaf719f6-d578-4f93-841f-8abd520d0763

- receipt_id: observation-eaf719f6-d578-4f93-841f-8abd520d0763
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Google AI Mode
- observed_at: 2026-07-08T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell
- cited_urls: https://orbitfield.example/role/12; https://operationsweekly.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-529345ed-1e20-4ad2-82a4-440b11635066

- receipt_id: observation-529345ed-1e20-4ad2-82a4-440b11635066
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Google AI Overviews
- observed_at: 2026-07-08T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://veranofsm.example/role/12; https://servicetechforum.example/role/12; https://operationsweekly.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3050b271-ac79-4f4e-870e-16827bf690f4

- receipt_id: observation-3050b271-ac79-4f4e-870e-16827bf690f4
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Perplexity
- observed_at: 2026-07-08T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/role/12; https://servicebuyersguide.example/role/12; https://veranofsm.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-783643a7-0f57-4425-88cc-72c9ba98819a

- receipt_id: observation-783643a7-0f57-4425-88cc-72c9ba98819a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: ChatGPT
- observed_at: 2026-07-08T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://veranofsm.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b2dc402c-54a3-43f1-8dfc-754144028c0b

- receipt_id: observation-b2dc402c-54a3-43f1-8dfc-754144028c0b
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Claude
- observed_at: 2026-07-08T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://softwarecompare.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-02e1405e-5ff4-4985-8aeb-946bb35a2e30

- receipt_id: observation-02e1405e-5ff4-4985-8aeb-946bb35a2e30
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Google AI Mode
- observed_at: 2026-07-08T11:27:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b77a4eaa-427d-444a-8f0b-3b3086030cb6

- receipt_id: observation-b77a4eaa-427d-444a-8f0b-3b3086030cb6
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Google AI Overviews
- observed_at: 2026-07-08T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/use_case/21; https://softwarecompare.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1e81dea0-222c-407f-85f1-7195c76ba0da

- receipt_id: observation-1e81dea0-222c-407f-85f1-7195c76ba0da
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Perplexity
- observed_at: 2026-07-08T11:27:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5877bd6e-1a99-4878-8e6b-5bd40c813a8e

- receipt_id: observation-5877bd6e-1a99-4878-8e6b-5bd40c813a8e
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: ChatGPT
- observed_at: 2026-07-08T11:30:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7d937e43-f5b9-4df1-878a-9b338d1bc84d

- receipt_id: observation-7d937e43-f5b9-4df1-878a-9b338d1bc84d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Claude
- observed_at: 2026-07-08T11:30:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/use_case/30; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2f2e3f4d-197b-4f9e-8ec3-bbb6d7724ef0

- receipt_id: observation-2f2e3f4d-197b-4f9e-8ec3-bbb6d7724ef0
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Google AI Mode
- observed_at: 2026-07-08T11:30:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/use_case/30; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-82ae82c9-be17-46d8-8cb6-dd9b3db6001d

- receipt_id: observation-82ae82c9-be17-46d8-8cb6-dd9b3db6001d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Google AI Overviews
- observed_at: 2026-07-08T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://softwarecompare.example/use_case/30
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2c88a788-0d6e-4f9d-8a39-582778a0b684

- receipt_id: observation-2c88a788-0d6e-4f9d-8a39-582778a0b684
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Perplexity
- observed_at: 2026-07-08T11:30:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-77812f62-c04b-4e26-8884-3c00370ae57a

- receipt_id: observation-77812f62-c04b-4e26-8884-3c00370ae57a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: ChatGPT
- observed_at: 2026-07-08T12:28:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://asterforge.example/core/4; https://hvacoperations.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-129b245d-a750-4ad7-84fb-2ad28e9eceb5

- receipt_id: observation-129b245d-a750-4ad7-84fb-2ad28e9eceb5
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Claude
- observed_at: 2026-07-08T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://hvacoperations.example/core/4; https://cindermark.example/core/4; https://veranofsm.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2a0eeb6c-9b50-4a25-8e06-8c0663147420

- receipt_id: observation-2a0eeb6c-9b50-4a25-8e06-8c0663147420
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Mode
- observed_at: 2026-07-08T12:28:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://veranofsm.example/core/4; https://asterforge.example/core/4; https://fieldservicereview.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bbfe2f70-84f2-45ed-8652-e7f40c31d913

- receipt_id: observation-bbfe2f70-84f2-45ed-8652-e7f40c31d913
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Overviews
- observed_at: 2026-07-08T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/4; https://softwarecompare.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9bf71f35-8591-4e33-8a39-9a4891a9caa3

- receipt_id: observation-9bf71f35-8591-4e33-8a39-9a4891a9caa3
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Perplexity
- observed_at: 2026-07-08T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://servicetechforum.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ae1f13fa-741e-4944-861b-d7c6c51a3b3d

- receipt_id: observation-ae1f13fa-741e-4944-861b-d7c6c51a3b3d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: ChatGPT
- observed_at: 2026-07-08T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Cindermark
- cited_urls: https://orbitfield.example/role/13; https://servicebuyersguide.example/role/13; https://trakwell.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7569a7a8-79cf-4ec9-8e80-df06eadf8f75

- receipt_id: observation-7569a7a8-79cf-4ec9-8e80-df06eadf8f75
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Claude
- observed_at: 2026-07-08T12:31:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://northvalefsm.example/role/13; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-20021daf-7968-4e3f-8d13-3d384596e733

- receipt_id: observation-20021daf-7968-4e3f-8d13-3d384596e733
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Google AI Mode
- observed_at: 2026-07-08T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Cindermark
- cited_urls: https://asterforge.example/role/13; https://northvalefsm.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3e594acb-f412-4e98-804b-c7df9067415a

- receipt_id: observation-3e594acb-f412-4e98-804b-c7df9067415a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Google AI Overviews
- observed_at: 2026-07-08T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/role/13; https://cindermark.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-48043cd3-4db5-4730-8ee3-02e4577f5e50

- receipt_id: observation-48043cd3-4db5-4730-8ee3-02e4577f5e50
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Perplexity
- observed_at: 2026-07-08T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://asterforge.example/role/13; https://servicebuyersguide.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-466f7a76-34f4-4999-8c54-ebca01a93ae0

- receipt_id: observation-466f7a76-34f4-4999-8c54-ebca01a93ae0
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: ChatGPT
- observed_at: 2026-07-08T12:34:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/use_case/22; https://softwarecompare.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0eb7d4b1-4a83-46fc-8a95-7f35afeef1c7

- receipt_id: observation-0eb7d4b1-4a83-46fc-8a95-7f35afeef1c7
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Claude
- observed_at: 2026-07-08T12:34:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f1974593-95b3-4c3c-87aa-626495be6737

- receipt_id: observation-f1974593-95b3-4c3c-87aa-626495be6737
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Google AI Mode
- observed_at: 2026-07-08T12:34:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: yes
- exclusion_reason: Timeout
- answer_text (the engine's words):

  > 


### Receipt observation-d5268ffe-1035-4a3d-8d1c-0b158c554160

- receipt_id: observation-d5268ffe-1035-4a3d-8d1c-0b158c554160
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Google AI Overviews
- observed_at: 2026-07-08T12:34:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://orbitfield.example/use_case/22; https://trakwell.example/use_case/22; https://northvalefsm.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8a0d9805-59ea-4c40-82c7-a02843bbdf4a

- receipt_id: observation-8a0d9805-59ea-4c40-82c7-a02843bbdf4a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Perplexity
- observed_at: 2026-07-08T12:34:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Cindermark
- cited_urls: https://hvacoperations.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a56a92ca-d832-40c3-8fa9-09f33937c7a1

- receipt_id: observation-a56a92ca-d832-40c3-8fa9-09f33937c7a1
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: ChatGPT
- observed_at: 2026-07-08T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/evaluation/31; https://orbitfield.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3e10328c-fee3-4a08-848d-f34bd33e1f6a

- receipt_id: observation-3e10328c-fee3-4a08-848d-f34bd33e1f6a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Claude
- observed_at: 2026-07-08T12:37:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/evaluation/31; https://trakwell.example/evaluation/31; https://veranofsm.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8de60335-51fe-41ce-8432-47447ad4ff77

- receipt_id: observation-8de60335-51fe-41ce-8432-47447ad4ff77
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Google AI Mode
- observed_at: 2026-07-08T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicetechforum.example/evaluation/31; https://trakwell.example/evaluation/31; https://operationsweekly.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-21f51a87-33fe-48b1-80ca-a6a474d346ff

- receipt_id: observation-21f51a87-33fe-48b1-80ca-a6a474d346ff
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Google AI Overviews
- observed_at: 2026-07-08T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/evaluation/31; https://veranofsm.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e39d8891-a179-4761-8d6c-410ef3cf4055

- receipt_id: observation-e39d8891-a179-4761-8d6c-410ef3cf4055
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Perplexity
- observed_at: 2026-07-08T12:37:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b50607a5-0de1-454c-813a-24e13f1c5e82

- receipt_id: observation-b50607a5-0de1-454c-813a-24e13f1c5e82
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: ChatGPT
- observed_at: 2026-07-08T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Cindermark
- cited_urls: https://servicebuyersguide.example/core/5; https://northvalefsm.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d9f75a9d-f0e2-46ac-86cd-f3b0089c5d8d

- receipt_id: observation-d9f75a9d-f0e2-46ac-86cd-f3b0089c5d8d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Claude
- observed_at: 2026-07-08T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://trakwell.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d66d4315-1458-41f2-88aa-f59f1f7e0d93

- receipt_id: observation-d66d4315-1458-41f2-88aa-f59f1f7e0d93
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Mode
- observed_at: 2026-07-08T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://hvacoperations.example/core/5; https://orbitfield.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-154d2fcf-4a6f-4ef5-88e1-9f38e484cd31

- receipt_id: observation-154d2fcf-4a6f-4ef5-88e1-9f38e484cd31
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Overviews
- observed_at: 2026-07-08T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://trakwell.example/core/5; https://asterforge.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c510044d-487b-4419-8957-f1306f216e17

- receipt_id: observation-c510044d-487b-4419-8957-f1306f216e17
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Perplexity
- observed_at: 2026-07-08T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://orbitfield.example/core/5; https://hvacoperations.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-72a7f7d7-87ee-4cd2-82fb-851113e5a78f

- receipt_id: observation-72a7f7d7-87ee-4cd2-82fb-851113e5a78f
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: ChatGPT
- observed_at: 2026-07-08T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicetechforum.example/role/14; https://hvacoperations.example/role/14; https://cindermark.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2f0e4af8-3fff-4b82-8db0-ce3f3c3ed193

- receipt_id: observation-2f0e4af8-3fff-4b82-8db0-ce3f3c3ed193
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Claude
- observed_at: 2026-07-08T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://asterforge.example/role/14; https://northvalefsm.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-13c69ef0-0218-4351-87fb-80680512d951

- receipt_id: observation-13c69ef0-0218-4351-87fb-80680512d951
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Google AI Mode
- observed_at: 2026-07-08T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Orbit Field
- cited_urls: https://veranofsm.example/role/14; https://fieldservicereview.example/role/14; https://servicetechforum.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-494b56a4-9d83-42ce-8b13-79d1359b261e

- receipt_id: observation-494b56a4-9d83-42ce-8b13-79d1359b261e
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Google AI Overviews
- observed_at: 2026-07-08T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://veranofsm.example/role/14; https://asterforge.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f3490ea3-f5f3-452f-89eb-25207daa5530

- receipt_id: observation-f3490ea3-f5f3-452f-89eb-25207daa5530
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Perplexity
- observed_at: 2026-07-08T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e856a832-0a1b-4209-895a-0a698eebd124

- receipt_id: observation-e856a832-0a1b-4209-895a-0a698eebd124
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: ChatGPT
- observed_at: 2026-07-08T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://trakwell.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e8b331d7-9815-4615-8555-fd26208f1e19

- receipt_id: observation-e8b331d7-9815-4615-8555-fd26208f1e19
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Claude
- observed_at: 2026-07-08T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://servicebuyersguide.example/use_case/23; https://hvacoperations.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-25a78bea-6211-43c6-8d54-c303a7b1234a

- receipt_id: observation-25a78bea-6211-43c6-8d54-c303a7b1234a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Google AI Mode
- observed_at: 2026-07-08T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field; Cindermark
- cited_urls: https://cindermark.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-524c0421-1b64-489e-8cc3-a34f296abd35

- receipt_id: observation-524c0421-1b64-489e-8cc3-a34f296abd35
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Google AI Overviews
- observed_at: 2026-07-08T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/use_case/23; https://fieldservicereview.example/use_case/23; https://orbitfield.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e4440a04-5e62-4bb9-8dac-f8109d92a24e

- receipt_id: observation-e4440a04-5e62-4bb9-8dac-f8109d92a24e
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Perplexity
- observed_at: 2026-07-08T13:41:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-126ad7fb-a51e-42b5-8894-e148ed2dd339

- receipt_id: observation-126ad7fb-a51e-42b5-8894-e148ed2dd339
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: ChatGPT
- observed_at: 2026-07-08T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://servicetechforum.example/evaluation/32; https://northvalefsm.example/evaluation/32; https://cindermark.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e70abd9f-98cb-4781-8c92-a088b72c6d7f

- receipt_id: observation-e70abd9f-98cb-4781-8c92-a088b72c6d7f
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Claude
- observed_at: 2026-07-08T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://trakwell.example/evaluation/32; https://northvalefsm.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-02c208db-4c8b-44fa-8794-a367b1816c9d

- receipt_id: observation-02c208db-4c8b-44fa-8794-a367b1816c9d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Google AI Mode
- observed_at: 2026-07-08T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Cindermark
- cited_urls: https://asterforge.example/evaluation/32; https://servicetechforum.example/evaluation/32; https://operationsweekly.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0c18c3ea-b676-4dcb-853c-d05e8e0e3983

- receipt_id: observation-0c18c3ea-b676-4dcb-853c-d05e8e0e3983
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Google AI Overviews
- observed_at: 2026-07-08T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell
- cited_urls: https://servicebuyersguide.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e78532f9-8b44-4d9d-859d-96c0b1dec3af

- receipt_id: observation-e78532f9-8b44-4d9d-859d-96c0b1dec3af
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Perplexity
- observed_at: 2026-07-08T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://hvacoperations.example/evaluation/32; https://fieldservicereview.example/evaluation/32; https://northvalefsm.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5db0b838-a375-4e19-824a-751cd786589b

- receipt_id: observation-5db0b838-a375-4e19-824a-751cd786589b
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: ChatGPT
- observed_at: 2026-07-08T14:42:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6c5bc76e-c0bf-4ac8-84ee-3e1f6d3debed

- receipt_id: observation-6c5bc76e-c0bf-4ac8-84ee-3e1f6d3debed
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Claude
- observed_at: 2026-07-08T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell
- cited_urls: https://asterforge.example/core/6; https://cindermark.example/core/6; https://hvacoperations.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-289ca5a4-55bb-417d-84ba-d8044e59cddf

- receipt_id: observation-289ca5a4-55bb-417d-84ba-d8044e59cddf
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Mode
- observed_at: 2026-07-08T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Trakwell
- cited_urls: https://asterforge.example/core/6; https://cindermark.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e7608afb-7d59-4b64-84c4-03d4bb8d1492

- receipt_id: observation-e7608afb-7d59-4b64-84c4-03d4bb8d1492
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Overviews
- observed_at: 2026-07-08T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Trakwell
- cited_urls: https://trakwell.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9774c53a-6907-45aa-87a4-09f0df2b50ab

- receipt_id: observation-9774c53a-6907-45aa-87a4-09f0df2b50ab
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Perplexity
- observed_at: 2026-07-08T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://northvalefsm.example/core/6; https://asterforge.example/core/6; https://trakwell.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d94a98d5-c61b-4c02-8edc-17ae4115deef

- receipt_id: observation-d94a98d5-c61b-4c02-8edc-17ae4115deef
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: ChatGPT
- observed_at: 2026-07-08T14:45:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-27d2381f-50b5-4c33-88df-118fa6562aa7

- receipt_id: observation-27d2381f-50b5-4c33-88df-118fa6562aa7
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Claude
- observed_at: 2026-07-08T14:45:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://asterforge.example/role/15; https://trakwell.example/role/15; https://veranofsm.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7a93097a-c606-4668-8c0b-f897ec722209

- receipt_id: observation-7a93097a-c606-4668-8c0b-f897ec722209
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Google AI Mode
- observed_at: 2026-07-08T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://veranofsm.example/role/15; https://cindermark.example/role/15; https://hvacoperations.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-82646d39-f8a6-4dcd-8766-39e6d664012d

- receipt_id: observation-82646d39-f8a6-4dcd-8766-39e6d664012d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Google AI Overviews
- observed_at: 2026-07-08T14:45:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ba23dca2-e980-4a9e-8822-20760e37b23d

- receipt_id: observation-ba23dca2-e980-4a9e-8822-20760e37b23d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Perplexity
- observed_at: 2026-07-08T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://orbitfield.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c7226ace-f594-4004-8ba7-246c39c13eb9

- receipt_id: observation-c7226ace-f594-4004-8ba7-246c39c13eb9
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: ChatGPT
- observed_at: 2026-07-08T14:48:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://veranofsm.example/use_case/24; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cf217fd8-db58-4ce0-8d53-5ff697dea2c2

- receipt_id: observation-cf217fd8-db58-4ce0-8d53-5ff697dea2c2
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Claude
- observed_at: 2026-07-08T14:48:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://softwarecompare.example/use_case/24
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0d9d78ef-aa7c-4203-8d55-4cbd904e69eb

- receipt_id: observation-0d9d78ef-aa7c-4203-8d55-4cbd904e69eb
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Google AI Mode
- observed_at: 2026-07-08T14:48:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://asterforge.example/use_case/24
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f2623e27-850f-4582-8957-a2bf84b3e767

- receipt_id: observation-f2623e27-850f-4582-8957-a2bf84b3e767
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Google AI Overviews
- observed_at: 2026-07-08T14:48:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://operationsweekly.example/use_case/24; https://hvacoperations.example/use_case/24
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-20f53ad0-42c0-47bf-8703-ba698deb7785

- receipt_id: observation-20f53ad0-42c0-47bf-8703-ba698deb7785
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Perplexity
- observed_at: 2026-07-08T14:48:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://softwarecompare.example/use_case/24
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2109a0f6-a822-4993-87ef-963dbd6768c1

- receipt_id: observation-2109a0f6-a822-4993-87ef-963dbd6768c1
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: ChatGPT
- observed_at: 2026-07-08T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://servicetechforum.example/evaluation/33; https://orbitfield.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ccf0e7fb-56ae-4070-885e-8a48675f3461

- receipt_id: observation-ccf0e7fb-56ae-4070-885e-8a48675f3461
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Claude
- observed_at: 2026-07-08T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2f0902d2-b742-479c-8908-0e389a8e306d

- receipt_id: observation-2f0902d2-b742-479c-8908-0e389a8e306d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Google AI Mode
- observed_at: 2026-07-08T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://servicetechforum.example/evaluation/33; https://servicebuyersguide.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7a7dabdf-f683-4e32-865e-189d1dffa331

- receipt_id: observation-7a7dabdf-f683-4e32-865e-189d1dffa331
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Google AI Overviews
- observed_at: 2026-07-08T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://northvalefsm.example/evaluation/33; https://servicebuyersguide.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6b00cb4f-37bd-4029-894e-9edee346c83e

- receipt_id: observation-6b00cb4f-37bd-4029-894e-9edee346c83e
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Perplexity
- observed_at: 2026-07-08T14:51:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/evaluation/33; https://orbitfield.example/evaluation/33; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5d4c6f3d-d268-4e20-8a9b-58f90a645a8f

- receipt_id: observation-5d4c6f3d-d268-4e20-8a9b-58f90a645a8f
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: ChatGPT
- observed_at: 2026-07-08T15:49:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7ff64b4f-ee9a-4bb3-88b8-efec099092f2

- receipt_id: observation-7ff64b4f-ee9a-4bb3-88b8-efec099092f2
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Claude
- observed_at: 2026-07-08T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fa88964c-3470-40aa-86a9-2cfe72dac605

- receipt_id: observation-fa88964c-3470-40aa-86a9-2cfe72dac605
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Mode
- observed_at: 2026-07-08T15:49:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/core/7; https://orbitfield.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5ce294cc-ab24-4a53-859d-1dbce86f88a1

- receipt_id: observation-5ce294cc-ab24-4a53-859d-1dbce86f88a1
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- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Overviews
- observed_at: 2026-07-08T15:49:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/core/7; https://veranofsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-56a3e77f-c86e-487e-8c08-2d9315fce6a9

- receipt_id: observation-56a3e77f-c86e-487e-8c08-2d9315fce6a9
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- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Perplexity
- observed_at: 2026-07-08T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://softwarecompare.example/core/7; https://asterforge.example/core/7; https://servicebuyersguide.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0c8eb3b0-f09b-49ef-8ed7-0205ff854d61

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- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
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- observed_at: 2026-07-08T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/role/16; https://hvacoperations.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-33009fd3-ca6c-4f58-83bb-e110399cbe7a

- receipt_id: observation-33009fd3-ca6c-4f58-83bb-e110399cbe7a
- run_id: baseline-kalvenor-v11
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- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
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- observed_at: 2026-07-08T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/role/16; https://hvacoperations.example/role/16; https://asterforge.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-14f50667-260c-47f6-8d8d-cd099d845060

- receipt_id: observation-14f50667-260c-47f6-8d8d-cd099d845060
- run_id: baseline-kalvenor-v11
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- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
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- observed_at: 2026-07-08T15:52:00.000Z
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- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/role/16; https://softwarecompare.example/role/16; https://servicebuyersguide.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7937f624-8ea5-4626-86f9-2ff0c5171c3b

- receipt_id: observation-7937f624-8ea5-4626-86f9-2ff0c5171c3b
- run_id: baseline-kalvenor-v11
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- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Google AI Overviews
- observed_at: 2026-07-08T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://veranofsm.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-625705d9-cd4c-4127-86d5-0f139a6eb9ee

- receipt_id: observation-625705d9-cd4c-4127-86d5-0f139a6eb9ee
- run_id: baseline-kalvenor-v11
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- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Perplexity
- observed_at: 2026-07-08T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/role/16; https://fieldservicereview.example/role/16; https://northvalefsm.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5c1de373-508f-4bf1-8b33-b202f3608b94

- receipt_id: observation-5c1de373-508f-4bf1-8b33-b202f3608b94
- run_id: baseline-kalvenor-v11
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- question_text: How does a company give subcontractors limited access to work orders?
- engine: ChatGPT
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- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://fieldservicereview.example/use_case/25; https://servicebuyersguide.example/use_case/25; https://operationsweekly.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-64d7f92a-19eb-434b-8e77-b3e8a2be3b48

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- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Claude
- observed_at: 2026-07-08T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://asterforge.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-de959ad5-8e0b-46c4-857d-789bbe6ffa49

- receipt_id: observation-de959ad5-8e0b-46c4-857d-789bbe6ffa49
- run_id: baseline-kalvenor-v11
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- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Google AI Mode
- observed_at: 2026-07-08T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicetechforum.example/use_case/25; https://asterforge.example/use_case/25; https://trakwell.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f8133a45-ab76-4ffb-8c09-436c96118744

- receipt_id: observation-f8133a45-ab76-4ffb-8c09-436c96118744
- run_id: baseline-kalvenor-v11
- pass_id: run-1
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- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Google AI Overviews
- observed_at: 2026-07-08T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://veranofsm.example/use_case/25; https://fieldservicereview.example/use_case/25; https://softwarecompare.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cf33793d-88a5-44d4-8047-a30676f26d62

- receipt_id: observation-cf33793d-88a5-44d4-8047-a30676f26d62
- run_id: baseline-kalvenor-v11
- pass_id: run-1
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- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Perplexity
- observed_at: 2026-07-08T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://servicetechforum.example/use_case/25; https://orbitfield.example/use_case/25; https://asterforge.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b4922d38-1b81-4865-88de-64d4a12c443a

- receipt_id: observation-b4922d38-1b81-4865-88de-64d4a12c443a
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: ChatGPT
- observed_at: 2026-07-08T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicebuyersguide.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0ee89450-55de-443d-8324-2e21fffa25ae

- receipt_id: observation-0ee89450-55de-443d-8324-2e21fffa25ae
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Claude
- observed_at: 2026-07-08T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell; Orbit Field
- cited_urls: https://trakwell.example/evaluation/34; https://veranofsm.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3d2996c7-9078-43fe-8e37-b84907953670

- receipt_id: observation-3d2996c7-9078-43fe-8e37-b84907953670
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Google AI Mode
- observed_at: 2026-07-08T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Orbit Field
- cited_urls: https://orbitfield.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-05ecdbbb-85f1-49a8-800d-0a6b3189f5fa

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- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Google AI Overviews
- observed_at: 2026-07-08T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://operationsweekly.example/evaluation/34; https://hvacoperations.example/evaluation/34; https://softwarecompare.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-41e5a540-8113-4cf0-8c3c-e367b3a45aa9

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- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Perplexity
- observed_at: 2026-07-08T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://veranofsm.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b5ded97a-580a-4ef0-8f21-4cd0210b696f

- receipt_id: observation-b5ded97a-580a-4ef0-8f21-4cd0210b696f
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: ChatGPT
- observed_at: 2026-07-08T16:02:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5f0cd10a-d2e1-40ba-83b4-abf569bd620d

- receipt_id: observation-5f0cd10a-d2e1-40ba-83b4-abf569bd620d
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Claude
- observed_at: 2026-07-08T16:02:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://fieldservicereview.example/use_case/26; https://servicebuyersguide.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7fc383b1-96e9-4016-8e83-d60e5a0fe436

- receipt_id: observation-7fc383b1-96e9-4016-8e83-d60e5a0fe436
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Google AI Mode
- observed_at: 2026-07-08T16:02:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/use_case/26; https://asterforge.example/use_case/26; https://operationsweekly.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f17fca1a-146c-4725-87f2-f50262ef314e

- receipt_id: observation-f17fca1a-146c-4725-87f2-f50262ef314e
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Google AI Overviews
- observed_at: 2026-07-08T16:02:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3d0e15f3-c1a0-499b-84e6-a923f3129c48

- receipt_id: observation-3d0e15f3-c1a0-499b-84e6-a923f3129c48
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Perplexity
- observed_at: 2026-07-08T16:02:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://asterforge.example/use_case/26; https://orbitfield.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-68f1d3e2-24ec-4086-8f1d-64f7084c52ab

- receipt_id: observation-68f1d3e2-24ec-4086-8f1d-64f7084c52ab
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: ChatGPT
- observed_at: 2026-07-08T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-019c33a8-a4f4-42d5-8119-5a0736070ffa

- receipt_id: observation-019c33a8-a4f4-42d5-8119-5a0736070ffa
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Claude
- observed_at: 2026-07-08T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://fieldservicereview.example/evaluation/35; https://softwarecompare.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-eb243c22-56fc-4573-8d66-441ad9173e39

- receipt_id: observation-eb243c22-56fc-4573-8d66-441ad9173e39
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Google AI Mode
- observed_at: 2026-07-08T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bb7c7c43-bdec-4b2a-8903-f7972cf42dbc

- receipt_id: observation-bb7c7c43-bdec-4b2a-8903-f7972cf42dbc
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Google AI Overviews
- observed_at: 2026-07-08T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://asterforge.example/evaluation/35; https://servicetechforum.example/evaluation/35; https://servicebuyersguide.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5674dc44-52ef-43a5-8728-ac61e9c84d69

- receipt_id: observation-5674dc44-52ef-43a5-8728-ac61e9c84d69
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Perplexity
- observed_at: 2026-07-08T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://asterforge.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6fb5624d-d544-4499-899f-6b304afe89d1

- receipt_id: observation-6fb5624d-d544-4499-899f-6b304afe89d1
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: ChatGPT
- observed_at: 2026-07-08T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: yes
- exclusion_reason: Timeout
- answer_text (the engine's words):

  > 


### Receipt observation-5f87ae24-2db0-4768-8757-647dc931487f

- receipt_id: observation-5f87ae24-2db0-4768-8757-647dc931487f
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Claude
- observed_at: 2026-07-08T16:56:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4df50f08-c672-479e-820f-77921784a4f8

- receipt_id: observation-4df50f08-c672-479e-820f-77921784a4f8
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Mode
- observed_at: 2026-07-08T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://cindermark.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-94fb10a5-406d-4103-8daf-91551c30e9a2

- receipt_id: observation-94fb10a5-406d-4103-8daf-91551c30e9a2
- run_id: baseline-kalvenor-v11
- pass_id: run-1
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- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Overviews
- observed_at: 2026-07-08T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://hvacoperations.example/core/8; https://fieldservicereview.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3aa937a3-1cb3-4a3f-84b2-1a367237ebc6

- receipt_id: observation-3aa937a3-1cb3-4a3f-84b2-1a367237ebc6
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Perplexity
- observed_at: 2026-07-08T16:56:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7099e78f-947e-420d-8e98-7df10fb20cfc

- receipt_id: observation-7099e78f-947e-420d-8e98-7df10fb20cfc
- run_id: baseline-kalvenor-v11
- pass_id: run-1
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- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: ChatGPT
- observed_at: 2026-07-08T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://operationsweekly.example/role/17; https://softwarecompare.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-af69b249-2ed4-45fb-8e7c-576b45a67c58

- receipt_id: observation-af69b249-2ed4-45fb-8e7c-576b45a67c58
- run_id: baseline-kalvenor-v11
- pass_id: run-1
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- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
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- observed_at: 2026-07-08T16:59:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/role/17; https://softwarecompare.example/role/17; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4ccb4a77-b8a9-4d24-8c64-5981c13d74ac

- receipt_id: observation-4ccb4a77-b8a9-4d24-8c64-5981c13d74ac
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Google AI Mode
- observed_at: 2026-07-08T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://operationsweekly.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e57c6783-efaf-4dbf-842e-df11c07a14f8

- receipt_id: observation-e57c6783-efaf-4dbf-842e-df11c07a14f8
- run_id: baseline-kalvenor-v11
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- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Google AI Overviews
- observed_at: 2026-07-08T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://softwarecompare.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-34c34f4b-463c-4bae-835a-a44d5d096641

- receipt_id: observation-34c34f4b-463c-4bae-835a-a44d5d096641
- run_id: baseline-kalvenor-v11
- pass_id: run-1
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Perplexity
- observed_at: 2026-07-08T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicetechforum.example/role/17; https://hvacoperations.example/role/17; https://asterforge.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c888cfaf-c64a-474c-8177-33bda5cd628f

- receipt_id: observation-c888cfaf-c64a-474c-8177-33bda5cd628f
- run_id: baseline-kalvenor-v11
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- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: ChatGPT
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- named: yes
- own_domain_cited: no
- competitors_found: Asterforge; Cindermark
- cited_urls: https://asterforge.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6d5b253f-3ba1-4721-8579-47018d349638

- receipt_id: observation-6d5b253f-3ba1-4721-8579-47018d349638
- run_id: baseline-kalvenor-v11
- pass_id: run-2
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- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Claude
- observed_at: 2026-07-10T08:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://northvalefsm.example/core/9; https://servicetechforum.example/core/9; https://veranofsm.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-84110311-07ea-47d4-8c73-7a59dd5a86ff

- receipt_id: observation-84110311-07ea-47d4-8c73-7a59dd5a86ff
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Mode
- observed_at: 2026-07-10T08:03:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://orbitfield.example/core/9; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e6643db7-fa05-4d65-8046-5069b2e81a04

- receipt_id: observation-e6643db7-fa05-4d65-8046-5069b2e81a04
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Overviews
- observed_at: 2026-07-10T08:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Cindermark
- cited_urls: https://servicetechforum.example/core/9; https://servicebuyersguide.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d930c9b1-06f9-4819-828f-9a24611aad86

- receipt_id: observation-d930c9b1-06f9-4819-828f-9a24611aad86
- run_id: baseline-kalvenor-v11
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- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Perplexity
- observed_at: 2026-07-10T08:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/core/9; https://orbitfield.example/core/9; https://softwarecompare.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5e85166f-77db-4d8f-8ed0-4c16e751839c

- receipt_id: observation-5e85166f-77db-4d8f-8ed0-4c16e751839c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: ChatGPT
- observed_at: 2026-07-10T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://fieldservicereview.example/role/18; https://servicetechforum.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cc1aa57a-2cfd-4b94-8a0e-aa0fbd83fe99

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- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Claude
- observed_at: 2026-07-10T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://orbitfield.example/role/18; https://hvacoperations.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-34251005-7e38-4859-877d-f02025ffc977

- receipt_id: observation-34251005-7e38-4859-877d-f02025ffc977
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Google AI Mode
- observed_at: 2026-07-10T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://northvalefsm.example/role/18; https://fieldservicereview.example/role/18; https://cindermark.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b5e1743c-d34a-4669-8888-a435ec8d61ae

- receipt_id: observation-b5e1743c-d34a-4669-8888-a435ec8d61ae
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Google AI Overviews
- observed_at: 2026-07-10T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://asterforge.example/role/18; https://softwarecompare.example/role/18; https://hvacoperations.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ff8d34cb-a703-46d3-8c9e-1dade1f2a9fd

- receipt_id: observation-ff8d34cb-a703-46d3-8c9e-1dade1f2a9fd
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Perplexity
- observed_at: 2026-07-10T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://cindermark.example/role/18; https://asterforge.example/role/18; https://servicebuyersguide.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ec22a489-a61b-4ac6-81bf-cb278533d88b

- receipt_id: observation-ec22a489-a61b-4ac6-81bf-cb278533d88b
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: ChatGPT
- observed_at: 2026-07-10T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/use_case/27; https://fieldservicereview.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5db2f4c0-9f05-479c-882d-8a8432c0bb35

- receipt_id: observation-5db2f4c0-9f05-479c-882d-8a8432c0bb35
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Claude
- observed_at: 2026-07-10T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-dc657693-d88b-4a0c-8797-965a91845e66

- receipt_id: observation-dc657693-d88b-4a0c-8797-965a91845e66
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Google AI Mode
- observed_at: 2026-07-10T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://orbitfield.example/use_case/27; https://asterforge.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cb481624-7684-478a-806b-80010168a03a

- receipt_id: observation-cb481624-7684-478a-806b-80010168a03a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Google AI Overviews
- observed_at: 2026-07-10T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://northvalefsm.example/use_case/27; https://asterforge.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-698ff66a-e473-438a-8ea0-3a9f17a2b93f

- receipt_id: observation-698ff66a-e473-438a-8ea0-3a9f17a2b93f
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Perplexity
- observed_at: 2026-07-10T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://orbitfield.example/use_case/27; https://servicebuyersguide.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-89e6e0f1-d3a1-4825-8a07-c28e8d8cad39

- receipt_id: observation-89e6e0f1-d3a1-4825-8a07-c28e8d8cad39
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: ChatGPT
- observed_at: 2026-07-10T09:07:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://hvacoperations.example/core/1; https://servicetechforum.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b04d4373-1ccd-454f-8f96-4f2f1691e56b

- receipt_id: observation-b04d4373-1ccd-454f-8f96-4f2f1691e56b
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Claude
- observed_at: 2026-07-10T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/core/1; https://trakwell.example/core/1; https://fieldservicereview.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9696d277-868f-4fea-8d23-c9c2b0124482

- receipt_id: observation-9696d277-868f-4fea-8d23-c9c2b0124482
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Mode
- observed_at: 2026-07-10T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://orbitfield.example/core/1; https://servicetechforum.example/core/1; https://trakwell.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e7962d20-14e0-4c26-8c4b-7f7f5fdd0c80

- receipt_id: observation-e7962d20-14e0-4c26-8c4b-7f7f5fdd0c80
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Overviews
- observed_at: 2026-07-10T09:07:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5ba1501d-4f3c-49b5-8de3-289dbd0d416a

- receipt_id: observation-5ba1501d-4f3c-49b5-8de3-289dbd0d416a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Perplexity
- observed_at: 2026-07-10T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/core/1; https://orbitfield.example/core/1; https://servicebuyersguide.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f4d0d0e6-bd2e-4d7b-8906-a5d235c5a3f6

- receipt_id: observation-f4d0d0e6-bd2e-4d7b-8906-a5d235c5a3f6
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: ChatGPT
- observed_at: 2026-07-10T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://trakwell.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7592dfd8-3d13-48ff-8043-ba47ea9a43d3

- receipt_id: observation-7592dfd8-3d13-48ff-8043-ba47ea9a43d3
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Claude
- observed_at: 2026-07-10T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Trakwell
- cited_urls: https://hvacoperations.example/core/10; https://cindermark.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4140030f-9eae-4cc3-84fe-4f73fbd184f8

- receipt_id: observation-4140030f-9eae-4cc3-84fe-4f73fbd184f8
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Mode
- observed_at: 2026-07-10T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Orbit Field
- cited_urls: https://northvalefsm.example/core/10; https://orbitfield.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-37affc8e-5f64-4fd5-8095-0fd44b48e5ac

- receipt_id: observation-37affc8e-5f64-4fd5-8095-0fd44b48e5ac
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Overviews
- observed_at: 2026-07-10T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/core/10; https://northvalefsm.example/core/10; https://servicetechforum.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a9a8f8d6-8a88-4923-8ea3-e69485b3dd2d

- receipt_id: observation-a9a8f8d6-8a88-4923-8ea3-e69485b3dd2d
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Perplexity
- observed_at: 2026-07-10T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://asterforge.example/core/10; https://veranofsm.example/core/10; https://servicetechforum.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e8fb7680-5c00-4dc0-838c-d5928c2db8c2

- receipt_id: observation-e8fb7680-5c00-4dc0-838c-d5928c2db8c2
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: ChatGPT
- observed_at: 2026-07-10T09:13:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://cindermark.example/role/19; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-645924eb-d7c2-4a04-8a7e-1e914644d298

- receipt_id: observation-645924eb-d7c2-4a04-8a7e-1e914644d298
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Claude
- observed_at: 2026-07-10T09:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-65d7fe78-b401-48db-8642-0a41e5125d5c

- receipt_id: observation-65d7fe78-b401-48db-8642-0a41e5125d5c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Google AI Mode
- observed_at: 2026-07-10T09:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/role/19; https://cindermark.example/role/19; https://servicetechforum.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-62fcc234-9761-4658-8f89-2c39cdb9b5cb

- receipt_id: observation-62fcc234-9761-4658-8f89-2c39cdb9b5cb
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Google AI Overviews
- observed_at: 2026-07-10T09:13:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/role/19; https://fieldservicereview.example/role/19; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7fcfcbc7-9ec3-4ec9-849b-aa88ac94bb4e

- receipt_id: observation-7fcfcbc7-9ec3-4ec9-849b-aa88ac94bb4e
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Perplexity
- observed_at: 2026-07-10T09:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-becc4f86-6ccd-40e6-8c60-8f737592aaf7

- receipt_id: observation-becc4f86-6ccd-40e6-8c60-8f737592aaf7
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: ChatGPT
- observed_at: 2026-07-10T09:16:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Orbit Field
- cited_urls: https://asterforge.example/use_case/28; https://northvalefsm.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2e264566-23db-4407-8799-bc851401d1ce

- receipt_id: observation-2e264566-23db-4407-8799-bc851401d1ce
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Claude
- observed_at: 2026-07-10T09:16:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/use_case/28; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8f1363a7-d2ae-4369-8fcf-d644fbbd88a4

- receipt_id: observation-8f1363a7-d2ae-4369-8fcf-d644fbbd88a4
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Google AI Mode
- observed_at: 2026-07-10T09:16:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://orbitfield.example/use_case/28; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-324597a3-0d1c-40b0-8e46-3e562502bbbe

- receipt_id: observation-324597a3-0d1c-40b0-8e46-3e562502bbbe
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Google AI Overviews
- observed_at: 2026-07-10T09:16:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://softwarecompare.example/use_case/28; https://veranofsm.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3e92cd27-844f-4fdd-8a62-ca3c48a8141a

- receipt_id: observation-3e92cd27-844f-4fdd-8a62-ca3c48a8141a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Perplexity
- observed_at: 2026-07-10T09:16:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell; Orbit Field
- cited_urls: https://fieldservicereview.example/use_case/28; https://veranofsm.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-08abd97a-3ab3-406b-85b5-3f1d63ee9b4c

- receipt_id: observation-08abd97a-3ab3-406b-85b5-3f1d63ee9b4c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: ChatGPT
- observed_at: 2026-07-10T10:14:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/core/2; https://veranofsm.example/core/2; https://softwarecompare.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bb4677d1-f2bc-409a-8f6d-2431c1be6315

- receipt_id: observation-bb4677d1-f2bc-409a-8f6d-2431c1be6315
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Claude
- observed_at: 2026-07-10T10:14:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://softwarecompare.example/core/2; https://cindermark.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6618e27d-537f-49b1-87bf-70177ee085b3

- receipt_id: observation-6618e27d-537f-49b1-87bf-70177ee085b3
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Mode
- observed_at: 2026-07-10T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field; Cindermark
- cited_urls: https://cindermark.example/core/2; https://trakwell.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ca45231f-bcd2-4327-87a1-67438739c5f4

- receipt_id: observation-ca45231f-bcd2-4327-87a1-67438739c5f4
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Overviews
- observed_at: 2026-07-10T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://hvacoperations.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-52969409-3a57-476e-883c-e13c81fc0f8b

- receipt_id: observation-52969409-3a57-476e-883c-e13c81fc0f8b
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Perplexity
- observed_at: 2026-07-10T10:14:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Asterforge; Orbit Field; Cindermark
- cited_urls: https://fieldservicereview.example/core/2; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8c5280c1-f5e0-468e-8e9c-4061f5340219

- receipt_id: observation-8c5280c1-f5e0-468e-8e9c-4061f5340219
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: ChatGPT
- observed_at: 2026-07-10T10:17:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6acbd17c-5bae-44a7-8cf8-17ed82fd4148

- receipt_id: observation-6acbd17c-5bae-44a7-8cf8-17ed82fd4148
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Claude
- observed_at: 2026-07-10T10:17:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://servicebuyersguide.example/role/11; https://orbitfield.example/role/11; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9f7a416f-44b4-4c6c-893c-8b61b6df5534

- receipt_id: observation-9f7a416f-44b4-4c6c-893c-8b61b6df5534
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Google AI Mode
- observed_at: 2026-07-10T10:17:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-969022b0-7caa-409d-8acc-61be4f40ea86

- receipt_id: observation-969022b0-7caa-409d-8acc-61be4f40ea86
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Google AI Overviews
- observed_at: 2026-07-10T10:17:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/role/11; https://servicetechforum.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-67c68757-76a7-417d-87ec-12b6354e24a5

- receipt_id: observation-67c68757-76a7-417d-87ec-12b6354e24a5
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Perplexity
- observed_at: 2026-07-10T10:17:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://veranofsm.example/role/11; https://northvalefsm.example/role/11; https://orbitfield.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3159077a-9d22-406b-8570-a954fc2e341a

- receipt_id: observation-3159077a-9d22-406b-8570-a954fc2e341a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: ChatGPT
- observed_at: 2026-07-10T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://fieldservicereview.example/role/20; https://servicetechforum.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-52a7cb19-69cc-468b-8a57-ed933cc292c4

- receipt_id: observation-52a7cb19-69cc-468b-8a57-ed933cc292c4
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Claude
- observed_at: 2026-07-10T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://servicetechforum.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-110b5ae3-27b3-462a-8c78-43096601e889

- receipt_id: observation-110b5ae3-27b3-462a-8c78-43096601e889
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Google AI Mode
- observed_at: 2026-07-10T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://veranofsm.example/role/20; https://hvacoperations.example/role/20; https://servicetechforum.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-80ff5424-bdc8-4128-82c9-acbdf12a31f2

- receipt_id: observation-80ff5424-bdc8-4128-82c9-acbdf12a31f2
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Google AI Overviews
- observed_at: 2026-07-10T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://northvalefsm.example/role/20; https://cindermark.example/role/20; https://veranofsm.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9d27654b-7e99-49f4-8274-9e39c6ff106b

- receipt_id: observation-9d27654b-7e99-49f4-8274-9e39c6ff106b
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Perplexity
- observed_at: 2026-07-10T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-54d285aa-6227-41c5-8c80-0c7c49111ec3

- receipt_id: observation-54d285aa-6227-41c5-8c80-0c7c49111ec3
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: ChatGPT
- observed_at: 2026-07-10T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://asterforge.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-15351fcc-b4c0-4edb-8477-6270399ee454

- receipt_id: observation-15351fcc-b4c0-4edb-8477-6270399ee454
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Claude
- observed_at: 2026-07-10T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://cindermark.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-838a591b-05af-4c10-849f-d44e3f6eb2b4

- receipt_id: observation-838a591b-05af-4c10-849f-d44e3f6eb2b4
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Google AI Mode
- observed_at: 2026-07-10T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://softwarecompare.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-db6d8d60-fd9e-4b33-8e97-e47c4fb18cf6

- receipt_id: observation-db6d8d60-fd9e-4b33-8e97-e47c4fb18cf6
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Google AI Overviews
- observed_at: 2026-07-10T10:23:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7ee5ba73-2ebd-4d07-86e0-e5aeed0e306a

- receipt_id: observation-7ee5ba73-2ebd-4d07-86e0-e5aeed0e306a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Perplexity
- observed_at: 2026-07-10T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Cindermark
- cited_urls: https://softwarecompare.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2bd83883-ef08-42e4-85e2-e907e6ee84c8

- receipt_id: observation-2bd83883-ef08-42e4-85e2-e907e6ee84c8
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: ChatGPT
- observed_at: 2026-07-10T11:21:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f57db246-868e-4ce8-8409-74df8302c971

- receipt_id: observation-f57db246-868e-4ce8-8409-74df8302c971
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Claude
- observed_at: 2026-07-10T11:21:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/core/3; https://asterforge.example/core/3; https://orbitfield.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-84aa66f4-6ccd-402a-84ef-3f87ae995ebf

- receipt_id: observation-84aa66f4-6ccd-402a-84ef-3f87ae995ebf
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Mode
- observed_at: 2026-07-10T11:21:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8494683c-13f6-4bde-8138-530f8b69dc85

- receipt_id: observation-8494683c-13f6-4bde-8138-530f8b69dc85
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Overviews
- observed_at: 2026-07-10T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Cindermark
- cited_urls: https://asterforge.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-308d098b-384c-44f2-8a21-70981649645c

- receipt_id: observation-308d098b-384c-44f2-8a21-70981649645c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Perplexity
- observed_at: 2026-07-10T11:21:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://orbitfield.example/core/3; https://asterforge.example/core/3; https://hvacoperations.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f6757acd-d9f8-429e-84ce-a9d77ffc557c

- receipt_id: observation-f6757acd-d9f8-429e-84ce-a9d77ffc557c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: ChatGPT
- observed_at: 2026-07-10T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://trakwell.example/role/12; https://servicebuyersguide.example/role/12; https://veranofsm.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c1ff963d-392e-41aa-8248-e24418e2cc7a

- receipt_id: observation-c1ff963d-392e-41aa-8248-e24418e2cc7a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Claude
- observed_at: 2026-07-10T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://hvacoperations.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-aa6e294d-c122-43b7-8e3a-1b4a209d527b

- receipt_id: observation-aa6e294d-c122-43b7-8e3a-1b4a209d527b
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Google AI Mode
- observed_at: 2026-07-10T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://asterforge.example/role/12; https://northvalefsm.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5a7880c6-d066-4362-8265-c68728e80103

- receipt_id: observation-5a7880c6-d066-4362-8265-c68728e80103
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Google AI Overviews
- observed_at: 2026-07-10T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/role/12; https://trakwell.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cf7bd71f-1913-46a2-89a3-7d318f7809c6

- receipt_id: observation-cf7bd71f-1913-46a2-89a3-7d318f7809c6
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Perplexity
- observed_at: 2026-07-10T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://veranofsm.example/role/12; https://orbitfield.example/role/12; https://softwarecompare.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-15956bc4-d0fc-4c1e-8853-2a67af5b7c6d

- receipt_id: observation-15956bc4-d0fc-4c1e-8853-2a67af5b7c6d
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: ChatGPT
- observed_at: 2026-07-10T11:27:00.000Z
- named: yes
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f156a0a3-d509-4ece-8d51-625ae3127ca2

- receipt_id: observation-f156a0a3-d509-4ece-8d51-625ae3127ca2
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Claude
- observed_at: 2026-07-10T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://orbitfield.example/use_case/21; https://operationsweekly.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-376486d8-4ea8-44eb-8c77-bf3a88676ea3

- receipt_id: observation-376486d8-4ea8-44eb-8c77-bf3a88676ea3
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Google AI Mode
- observed_at: 2026-07-10T11:27:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-36dbc22c-9d68-4919-8adc-fd4cba0553d6

- receipt_id: observation-36dbc22c-9d68-4919-8adc-fd4cba0553d6
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Google AI Overviews
- observed_at: 2026-07-10T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Verano FSM
- cited_urls: https://cindermark.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7e14a29f-2591-45a4-8a81-fe5458830d77

- receipt_id: observation-7e14a29f-2591-45a4-8a81-fe5458830d77
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Perplexity
- observed_at: 2026-07-10T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://fieldservicereview.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8f6d0053-9c6c-4e97-8002-36f650a3e2df

- receipt_id: observation-8f6d0053-9c6c-4e97-8002-36f650a3e2df
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: ChatGPT
- observed_at: 2026-07-10T11:30:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-600fb6f0-ffc1-44cc-8318-5f5f44687bf7

- receipt_id: observation-600fb6f0-ffc1-44cc-8318-5f5f44687bf7
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Claude
- observed_at: 2026-07-10T11:30:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ed2c7d75-30a7-41cd-8ff0-3ba861d0cd88

- receipt_id: observation-ed2c7d75-30a7-41cd-8ff0-3ba861d0cd88
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Google AI Mode
- observed_at: 2026-07-10T11:30:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://hvacoperations.example/use_case/30; https://servicetechforum.example/use_case/30
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0e716d87-5eeb-4215-818e-04a3cdb2bff9

- receipt_id: observation-0e716d87-5eeb-4215-818e-04a3cdb2bff9
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Google AI Overviews
- observed_at: 2026-07-10T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://veranofsm.example/use_case/30; https://hvacoperations.example/use_case/30; https://orbitfield.example/use_case/30
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-dc3cefb8-bc89-429e-8482-0445ccaad53a

- receipt_id: observation-dc3cefb8-bc89-429e-8482-0445ccaad53a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Perplexity
- observed_at: 2026-07-10T11:30:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://softwarecompare.example/use_case/30; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6884211a-d5c8-43b0-802c-6e0aa7ade651

- receipt_id: observation-6884211a-d5c8-43b0-802c-6e0aa7ade651
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: ChatGPT
- observed_at: 2026-07-10T12:28:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://fieldservicereview.example/core/4; https://cindermark.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9186b82b-c0b4-4047-8c02-549a2a93d71e

- receipt_id: observation-9186b82b-c0b4-4047-8c02-549a2a93d71e
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Claude
- observed_at: 2026-07-10T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/core/4; https://operationsweekly.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b0b962ce-c247-4982-8c73-be3327c49740

- receipt_id: observation-b0b962ce-c247-4982-8c73-be3327c49740
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Mode
- observed_at: 2026-07-10T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5d1a1ccf-0f88-466d-8f70-dc43b085c82e

- receipt_id: observation-5d1a1ccf-0f88-466d-8f70-dc43b085c82e
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Overviews
- observed_at: 2026-07-10T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://operationsweekly.example/core/4; https://cindermark.example/core/4; https://northvalefsm.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d2507773-e8db-412a-867f-70b1f50223ad

- receipt_id: observation-d2507773-e8db-412a-867f-70b1f50223ad
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Perplexity
- observed_at: 2026-07-10T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://trakwell.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-553d05f0-22b6-440a-8857-b376f9821a24

- receipt_id: observation-553d05f0-22b6-440a-8857-b376f9821a24
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: ChatGPT
- observed_at: 2026-07-10T12:31:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://hvacoperations.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e21d5bbb-f357-435f-8691-a89863d8b621

- receipt_id: observation-e21d5bbb-f357-435f-8691-a89863d8b621
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Claude
- observed_at: 2026-07-10T12:31:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7f4e2dd7-e233-4ee4-8980-6d6fa30972ba

- receipt_id: observation-7f4e2dd7-e233-4ee4-8980-6d6fa30972ba
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Google AI Mode
- observed_at: 2026-07-10T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://trakwell.example/role/13; https://operationsweekly.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2287e78d-8942-4797-8d63-d89c9de8413f

- receipt_id: observation-2287e78d-8942-4797-8d63-d89c9de8413f
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Google AI Overviews
- observed_at: 2026-07-10T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Cindermark
- cited_urls: https://servicetechforum.example/role/13; https://orbitfield.example/role/13; https://northvalefsm.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ab56eba4-57e0-438e-8c4a-bcc2e49742de

- receipt_id: observation-ab56eba4-57e0-438e-8c4a-bcc2e49742de
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Perplexity
- observed_at: 2026-07-10T12:31:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Cindermark
- cited_urls: https://fieldservicereview.example/role/13; https://northvalefsm.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ac69fae4-e6ee-4160-8da6-84f1502d41cf

- receipt_id: observation-ac69fae4-e6ee-4160-8da6-84f1502d41cf
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: ChatGPT
- observed_at: 2026-07-10T12:34:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-956431b6-9a29-434b-80e7-5a817d2c6c5a

- receipt_id: observation-956431b6-9a29-434b-80e7-5a817d2c6c5a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Claude
- observed_at: 2026-07-10T12:34:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://operationsweekly.example/use_case/22; https://cindermark.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9c1229b3-e49e-4b23-8b2a-315e13261d18

- receipt_id: observation-9c1229b3-e49e-4b23-8b2a-315e13261d18
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Google AI Mode
- observed_at: 2026-07-10T12:34:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://hvacoperations.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c81a4cdd-bef6-43c7-8362-826ed629a625

- receipt_id: observation-c81a4cdd-bef6-43c7-8362-826ed629a625
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Google AI Overviews
- observed_at: 2026-07-10T12:34:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Verano FSM; Cindermark
- cited_urls: https://veranofsm.example/use_case/22; https://orbitfield.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5a543022-311c-4ad9-8a3c-4183be670ccf

- receipt_id: observation-5a543022-311c-4ad9-8a3c-4183be670ccf
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Perplexity
- observed_at: 2026-07-10T12:34:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://operationsweekly.example/use_case/22; https://servicetechforum.example/use_case/22; https://trakwell.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-99d55477-fbb3-4da8-89bf-b1966f04316e

- receipt_id: observation-99d55477-fbb3-4da8-89bf-b1966f04316e
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: ChatGPT
- observed_at: 2026-07-10T12:37:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3e891fc2-4329-464f-85b7-55157cce92a9

- receipt_id: observation-3e891fc2-4329-464f-85b7-55157cce92a9
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Claude
- observed_at: 2026-07-10T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicebuyersguide.example/evaluation/31; https://trakwell.example/evaluation/31; https://veranofsm.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0524dfe1-6854-4099-83db-fd77facbc507

- receipt_id: observation-0524dfe1-6854-4099-83db-fd77facbc507
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Google AI Mode
- observed_at: 2026-07-10T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a689e50a-c5ba-45d6-8da1-56a839630d86

- receipt_id: observation-a689e50a-c5ba-45d6-8da1-56a839630d86
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Google AI Overviews
- observed_at: 2026-07-10T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: yes
- exclusion_reason: NoOverview
- answer_text (the engine's words):

  > 


### Receipt observation-e6e258b2-5ebd-4be7-8fa9-d673b4edb4c7

- receipt_id: observation-e6e258b2-5ebd-4be7-8fa9-d673b4edb4c7
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Perplexity
- observed_at: 2026-07-10T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://orbitfield.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8d698131-939d-4ed7-881e-baa37468dedb

- receipt_id: observation-8d698131-939d-4ed7-881e-baa37468dedb
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: ChatGPT
- observed_at: 2026-07-10T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://hvacoperations.example/core/5; https://asterforge.example/core/5; https://northvalefsm.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3c1b4687-68ca-4f88-8d3f-1c0a4d994ecf

- receipt_id: observation-3c1b4687-68ca-4f88-8d3f-1c0a4d994ecf
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Claude
- observed_at: 2026-07-10T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Orbit Field; Cindermark
- cited_urls: https://servicetechforum.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-93c03539-ff16-4497-87b2-9c3be17df1c3

- receipt_id: observation-93c03539-ff16-4497-87b2-9c3be17df1c3
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Mode
- observed_at: 2026-07-10T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://servicebuyersguide.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bcf8409c-5c0a-48d3-8119-8a4ddd4e22be

- receipt_id: observation-bcf8409c-5c0a-48d3-8119-8a4ddd4e22be
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Overviews
- observed_at: 2026-07-10T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Orbit Field
- cited_urls: https://orbitfield.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-deb26167-6aa0-471c-8e3c-ca2ef58b7aa7

- receipt_id: observation-deb26167-6aa0-471c-8e3c-ca2ef58b7aa7
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Perplexity
- observed_at: 2026-07-10T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicetechforum.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-49b5d35f-f22c-4a86-8a83-7504ea1bf900

- receipt_id: observation-49b5d35f-f22c-4a86-8a83-7504ea1bf900
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: ChatGPT
- observed_at: 2026-07-10T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell; Orbit Field
- cited_urls: https://cindermark.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-50720248-aead-4b00-8bf6-20c2952a5ebe

- receipt_id: observation-50720248-aead-4b00-8bf6-20c2952a5ebe
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Claude
- observed_at: 2026-07-10T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5782725c-f58a-48ae-86db-b9dc489d6fe4

- receipt_id: observation-5782725c-f58a-48ae-86db-b9dc489d6fe4
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Google AI Mode
- observed_at: 2026-07-10T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://trakwell.example/role/14; https://asterforge.example/role/14; https://orbitfield.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-52763e8a-6fba-49d9-8a88-fea524c9444d

- receipt_id: observation-52763e8a-6fba-49d9-8a88-fea524c9444d
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Google AI Overviews
- observed_at: 2026-07-10T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Orbit Field
- cited_urls: https://softwarecompare.example/role/14; https://asterforge.example/role/14; https://orbitfield.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a3189f91-5c55-4639-844b-72036ddd45dd

- receipt_id: observation-a3189f91-5c55-4639-844b-72036ddd45dd
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Perplexity
- observed_at: 2026-07-10T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://trakwell.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8f628c0b-a0bc-4f60-8178-f92b04760d78

- receipt_id: observation-8f628c0b-a0bc-4f60-8178-f92b04760d78
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: ChatGPT
- observed_at: 2026-07-10T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://asterforge.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7724b07e-6188-4ca1-804c-3b3d08bd8231

- receipt_id: observation-7724b07e-6188-4ca1-804c-3b3d08bd8231
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Claude
- observed_at: 2026-07-10T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://northvalefsm.example/use_case/23; https://servicetechforum.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fb5d75b6-d4b5-455e-8062-ff6849eb0f21

- receipt_id: observation-fb5d75b6-d4b5-455e-8062-ff6849eb0f21
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Google AI Mode
- observed_at: 2026-07-10T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field; Cindermark
- cited_urls: https://servicebuyersguide.example/use_case/23; https://servicetechforum.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-08e4afa5-e4e4-4ada-8ccc-b95e9958a983

- receipt_id: observation-08e4afa5-e4e4-4ada-8ccc-b95e9958a983
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Google AI Overviews
- observed_at: 2026-07-10T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://orbitfield.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7c5eb098-c3ea-4e7e-80a1-184daf8282e6

- receipt_id: observation-7c5eb098-c3ea-4e7e-80a1-184daf8282e6
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Perplexity
- observed_at: 2026-07-10T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://trakwell.example/use_case/23; https://veranofsm.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f632d9f3-a108-4829-8cae-260cb22fff77

- receipt_id: observation-f632d9f3-a108-4829-8cae-260cb22fff77
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: ChatGPT
- observed_at: 2026-07-10T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://softwarecompare.example/evaluation/32; https://operationsweekly.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1461d231-c3d7-41f4-8482-b824a1c382bc

- receipt_id: observation-1461d231-c3d7-41f4-8482-b824a1c382bc
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Claude
- observed_at: 2026-07-10T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://northvalefsm.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a5072451-c891-4cf8-89bf-e0163828537d

- receipt_id: observation-a5072451-c891-4cf8-89bf-e0163828537d
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Google AI Mode
- observed_at: 2026-07-10T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://servicetechforum.example/evaluation/32; https://servicebuyersguide.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f000eb2f-8b0d-42cc-83e3-7817cabf0d87

- receipt_id: observation-f000eb2f-8b0d-42cc-83e3-7817cabf0d87
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Google AI Overviews
- observed_at: 2026-07-10T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://fieldservicereview.example/evaluation/32; https://servicetechforum.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-029e9f79-1bf9-4c1b-8866-449291090126

- receipt_id: observation-029e9f79-1bf9-4c1b-8866-449291090126
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Perplexity
- observed_at: 2026-07-10T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell
- cited_urls: https://asterforge.example/evaluation/32; https://hvacoperations.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c999bef1-d8eb-4022-8df0-76706d21ad94

- receipt_id: observation-c999bef1-d8eb-4022-8df0-76706d21ad94
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: ChatGPT
- observed_at: 2026-07-10T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell
- cited_urls: https://trakwell.example/core/6; https://cindermark.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6ba39455-477a-4710-8ee1-6b6894e1d457

- receipt_id: observation-6ba39455-477a-4710-8ee1-6b6894e1d457
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Claude
- observed_at: 2026-07-10T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Trakwell
- cited_urls: https://veranofsm.example/core/6; https://operationsweekly.example/core/6; https://trakwell.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-86984f21-6e47-4eb6-8031-65c3f9815e09

- receipt_id: observation-86984f21-6e47-4eb6-8031-65c3f9815e09
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Mode
- observed_at: 2026-07-10T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2647d591-7a47-427d-845c-9d7fdd2045b5

- receipt_id: observation-2647d591-7a47-427d-845c-9d7fdd2045b5
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Overviews
- observed_at: 2026-07-10T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/core/6; https://softwarecompare.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e25db369-0083-406a-8237-03d1b5719eb1

- receipt_id: observation-e25db369-0083-406a-8237-03d1b5719eb1
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Perplexity
- observed_at: 2026-07-10T14:42:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://fieldservicereview.example/core/6; https://northvalefsm.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-800d065b-a163-40a8-8d1a-7d206f66a90d

- receipt_id: observation-800d065b-a163-40a8-8d1a-7d206f66a90d
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: ChatGPT
- observed_at: 2026-07-10T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/role/15; https://servicetechforum.example/role/15; https://northvalefsm.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-078364ee-84fc-4aff-8a5a-8d6f0cccdc09

- receipt_id: observation-078364ee-84fc-4aff-8a5a-8d6f0cccdc09
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Claude
- observed_at: 2026-07-10T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://softwarecompare.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b8128b3a-c924-420c-841f-1f6784e8909e

- receipt_id: observation-b8128b3a-c924-420c-841f-1f6784e8909e
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Google AI Mode
- observed_at: 2026-07-10T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicetechforum.example/role/15; https://cindermark.example/role/15; https://veranofsm.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d1b9f1e9-423a-44ee-843d-be78ee4472cd

- receipt_id: observation-d1b9f1e9-423a-44ee-843d-be78ee4472cd
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Google AI Overviews
- observed_at: 2026-07-10T14:45:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://asterforge.example/role/15; https://veranofsm.example/role/15; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-55aaa304-f120-4b23-89a6-e48e00639f08

- receipt_id: observation-55aaa304-f120-4b23-89a6-e48e00639f08
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Perplexity
- observed_at: 2026-07-10T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/role/15; https://servicetechforum.example/role/15; https://servicebuyersguide.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ef4429f4-d8c0-4631-8cdd-b8a40320f840

- receipt_id: observation-ef4429f4-d8c0-4631-8cdd-b8a40320f840
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: ChatGPT
- observed_at: 2026-07-10T14:48:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/use_case/24; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b064aedd-c0ae-4957-8300-1ec959080ada

- receipt_id: observation-b064aedd-c0ae-4957-8300-1ec959080ada
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Claude
- observed_at: 2026-07-10T14:48:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://hvacoperations.example/use_case/24
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-591662e4-47fc-435e-8b3b-c22cb5f6e76a

- receipt_id: observation-591662e4-47fc-435e-8b3b-c22cb5f6e76a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Google AI Mode
- observed_at: 2026-07-10T14:48:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://trakwell.example/use_case/24
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c1063c47-210f-47c4-8e03-6686dfd1e353

- receipt_id: observation-c1063c47-210f-47c4-8e03-6686dfd1e353
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Google AI Overviews
- observed_at: 2026-07-10T14:48:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-391fc0e4-6003-4143-8998-46cd683a440c

- receipt_id: observation-391fc0e4-6003-4143-8998-46cd683a440c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Perplexity
- observed_at: 2026-07-10T14:48:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ab3213fb-665a-4d61-8a40-d53afbb60e0b

- receipt_id: observation-ab3213fb-665a-4d61-8a40-d53afbb60e0b
- run_id: baseline-kalvenor-v11
- pass_id: run-2
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- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: ChatGPT
- observed_at: 2026-07-10T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field; Cindermark
- cited_urls: https://northvalefsm.example/evaluation/33; https://hvacoperations.example/evaluation/33; https://trakwell.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8efd70d5-19fd-477f-8a75-27092bb7ad75

- receipt_id: observation-8efd70d5-19fd-477f-8a75-27092bb7ad75
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Claude
- observed_at: 2026-07-10T14:51:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://servicetechforum.example/evaluation/33; https://servicebuyersguide.example/evaluation/33; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2da5ccc2-bf57-428b-87cb-0bd1171bf590

- receipt_id: observation-2da5ccc2-bf57-428b-87cb-0bd1171bf590
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Google AI Mode
- observed_at: 2026-07-10T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/evaluation/33; https://veranofsm.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-08a1380a-add0-42aa-8c4d-10fe13642d26

- receipt_id: observation-08a1380a-add0-42aa-8c4d-10fe13642d26
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Google AI Overviews
- observed_at: 2026-07-10T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/evaluation/33; https://servicetechforum.example/evaluation/33; https://cindermark.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4414f157-a6f6-49c2-8cab-8ddc8dc6243b

- receipt_id: observation-4414f157-a6f6-49c2-8cab-8ddc8dc6243b
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Perplexity
- observed_at: 2026-07-10T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://servicebuyersguide.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c2022ca7-105f-4801-8569-fbf3123ea221

- receipt_id: observation-c2022ca7-105f-4801-8569-fbf3123ea221
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: ChatGPT
- observed_at: 2026-07-10T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-87804279-c09a-4912-83f6-f8b449964f6c

- receipt_id: observation-87804279-c09a-4912-83f6-f8b449964f6c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Claude
- observed_at: 2026-07-10T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/7; https://trakwell.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-273b3c0b-a039-4f66-82a2-557db836b1a7

- receipt_id: observation-273b3c0b-a039-4f66-82a2-557db836b1a7
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Mode
- observed_at: 2026-07-10T15:49:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8ccfe890-b624-4323-8698-1b1b5eee75c6

- receipt_id: observation-8ccfe890-b624-4323-8698-1b1b5eee75c6
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Overviews
- observed_at: 2026-07-10T15:49:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://veranofsm.example/core/7; https://trakwell.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-155ee489-0189-4951-8e2c-c56ea8154d57

- receipt_id: observation-155ee489-0189-4951-8e2c-c56ea8154d57
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Perplexity
- observed_at: 2026-07-10T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/core/7; https://northvalefsm.example/core/7; https://asterforge.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-26444e47-279e-4678-8cc4-f276d69e0824

- receipt_id: observation-26444e47-279e-4678-8cc4-f276d69e0824
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: ChatGPT
- observed_at: 2026-07-10T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/role/16; https://operationsweekly.example/role/16; https://northvalefsm.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-220503af-76b5-4e26-8de1-3a972389beeb

- receipt_id: observation-220503af-76b5-4e26-8de1-3a972389beeb
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Claude
- observed_at: 2026-07-10T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/role/16; https://fieldservicereview.example/role/16; https://northvalefsm.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c35900e3-bb52-4a15-852d-da68a9264fcf

- receipt_id: observation-c35900e3-bb52-4a15-852d-da68a9264fcf
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Google AI Mode
- observed_at: 2026-07-10T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://veranofsm.example/role/16; https://servicebuyersguide.example/role/16; https://softwarecompare.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-20417549-91bc-4ad3-89a9-fba817f6bd32

- receipt_id: observation-20417549-91bc-4ad3-89a9-fba817f6bd32
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Google AI Overviews
- observed_at: 2026-07-10T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0c053bce-30b2-400a-8952-61e5f33747bd

- receipt_id: observation-0c053bce-30b2-400a-8952-61e5f33747bd
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Perplexity
- observed_at: 2026-07-10T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a228d3d2-cdf9-419e-8501-77effaa1a6dc

- receipt_id: observation-a228d3d2-cdf9-419e-8501-77effaa1a6dc
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: ChatGPT
- observed_at: 2026-07-10T15:55:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9a4cccc9-9648-4466-80ad-3a452ffbe24b

- receipt_id: observation-9a4cccc9-9648-4466-80ad-3a452ffbe24b
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Claude
- observed_at: 2026-07-10T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicebuyersguide.example/use_case/25; https://servicetechforum.example/use_case/25; https://northvalefsm.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-18be2170-c237-48c7-8278-f68febaadf58

- receipt_id: observation-18be2170-c237-48c7-8278-f68febaadf58
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Google AI Mode
- observed_at: 2026-07-10T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://servicebuyersguide.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bbc624a3-7d9a-4d2e-8262-e9e0bca78fc7

- receipt_id: observation-bbc624a3-7d9a-4d2e-8262-e9e0bca78fc7
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Google AI Overviews
- observed_at: 2026-07-10T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Orbit Field
- cited_urls: https://orbitfield.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8aeb4397-4831-4371-8298-a9b3eac0040c

- receipt_id: observation-8aeb4397-4831-4371-8298-a9b3eac0040c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Perplexity
- observed_at: 2026-07-10T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://hvacoperations.example/use_case/25; https://orbitfield.example/use_case/25; https://veranofsm.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c7d0b2d9-aefd-4271-8bdf-2e2ad146695d

- receipt_id: observation-c7d0b2d9-aefd-4271-8bdf-2e2ad146695d
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: ChatGPT
- observed_at: 2026-07-10T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://fieldservicereview.example/evaluation/34; https://orbitfield.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-748a2b64-ff44-4641-86f6-30bd3ac2f72a

- receipt_id: observation-748a2b64-ff44-4641-86f6-30bd3ac2f72a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Claude
- observed_at: 2026-07-10T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://veranofsm.example/evaluation/34; https://trakwell.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9845626c-8c71-4bb7-85ac-75222c44819a

- receipt_id: observation-9845626c-8c71-4bb7-85ac-75222c44819a
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Google AI Mode
- observed_at: 2026-07-10T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://operationsweekly.example/evaluation/34; https://veranofsm.example/evaluation/34; https://servicetechforum.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7136dfd0-2de2-4447-86ca-7b42fcc4aa5e

- receipt_id: observation-7136dfd0-2de2-4447-86ca-7b42fcc4aa5e
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Google AI Overviews
- observed_at: 2026-07-10T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell
- cited_urls: https://cindermark.example/evaluation/34; https://servicetechforum.example/evaluation/34; https://trakwell.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8ba94982-8a9a-4cd5-848c-dd2c4508ed85

- receipt_id: observation-8ba94982-8a9a-4cd5-848c-dd2c4508ed85
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Perplexity
- observed_at: 2026-07-10T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://orbitfield.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-31419d3c-c08e-4c55-8df6-2e439570dd79

- receipt_id: observation-31419d3c-c08e-4c55-8df6-2e439570dd79
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: ChatGPT
- observed_at: 2026-07-10T16:02:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/use_case/26; https://orbitfield.example/use_case/26; https://servicebuyersguide.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-78f97b3a-9d09-4d22-861f-c229ee3abb51

- receipt_id: observation-78f97b3a-9d09-4d22-861f-c229ee3abb51
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Claude
- observed_at: 2026-07-10T16:02:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2bdc9082-6278-45ed-8abd-8204bd6b08ab

- receipt_id: observation-2bdc9082-6278-45ed-8abd-8204bd6b08ab
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Google AI Mode
- observed_at: 2026-07-10T16:02:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://softwarecompare.example/use_case/26; https://cindermark.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-60eba8a0-a1e9-4d8c-872a-91eb9e23ba58

- receipt_id: observation-60eba8a0-a1e9-4d8c-872a-91eb9e23ba58
- run_id: baseline-kalvenor-v11
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- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Google AI Overviews
- observed_at: 2026-07-10T16:02:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://softwarecompare.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f73b9c55-d555-44ba-8846-9d6538d5213d

- receipt_id: observation-f73b9c55-d555-44ba-8846-9d6538d5213d
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Perplexity
- observed_at: 2026-07-10T16:02:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-947b745b-41ea-4139-8181-56c6d8e96a14

- receipt_id: observation-947b745b-41ea-4139-8181-56c6d8e96a14
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: ChatGPT
- observed_at: 2026-07-10T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://veranofsm.example/evaluation/35; https://fieldservicereview.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-24e6174c-cc78-4de7-816c-d573bf4a2109

- receipt_id: observation-24e6174c-cc78-4de7-816c-d573bf4a2109
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Claude
- observed_at: 2026-07-10T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/evaluation/35; https://operationsweekly.example/evaluation/35; https://fieldservicereview.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d67a01ae-9171-4356-8324-e6e5d09af537

- receipt_id: observation-d67a01ae-9171-4356-8324-e6e5d09af537
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Google AI Mode
- observed_at: 2026-07-10T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://trakwell.example/evaluation/35; https://hvacoperations.example/evaluation/35; https://veranofsm.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b094228d-f980-411f-8ba4-dead5e346ca1

- receipt_id: observation-b094228d-f980-411f-8ba4-dead5e346ca1
- run_id: baseline-kalvenor-v11
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- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Google AI Overviews
- observed_at: 2026-07-10T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/evaluation/35; https://trakwell.example/evaluation/35; https://softwarecompare.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-327645c3-e57e-43cb-82f3-3d3077ebee53

- receipt_id: observation-327645c3-e57e-43cb-82f3-3d3077ebee53
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Perplexity
- observed_at: 2026-07-10T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://softwarecompare.example/evaluation/35; https://hvacoperations.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-788fea39-3179-483c-8797-a34c59c5bad5

- receipt_id: observation-788fea39-3179-483c-8797-a34c59c5bad5
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: ChatGPT
- observed_at: 2026-07-10T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://trakwell.example/core/8; https://veranofsm.example/core/8; https://softwarecompare.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3fd341a9-c85d-4f1b-8ae6-4380adb99bd7

- receipt_id: observation-3fd341a9-c85d-4f1b-8ae6-4380adb99bd7
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Claude
- observed_at: 2026-07-10T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicetechforum.example/core/8; https://northvalefsm.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c9c8e7a6-bd57-44f1-8f8e-424b241eb786

- receipt_id: observation-c9c8e7a6-bd57-44f1-8f8e-424b241eb786
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Mode
- observed_at: 2026-07-10T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://asterforge.example/core/8; https://hvacoperations.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-70a9048b-ef8c-4842-89bd-e9bdf557597f

- receipt_id: observation-70a9048b-ef8c-4842-89bd-e9bdf557597f
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Overviews
- observed_at: 2026-07-10T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4900e33c-7f00-4de5-8aab-fdbaf8d38104

- receipt_id: observation-4900e33c-7f00-4de5-8aab-fdbaf8d38104
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Perplexity
- observed_at: 2026-07-10T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://veranofsm.example/core/8; https://trakwell.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c38d7171-11c4-4744-8f0a-254e08ac314e

- receipt_id: observation-c38d7171-11c4-4744-8f0a-254e08ac314e
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: ChatGPT
- observed_at: 2026-07-10T16:59:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/role/17; https://softwarecompare.example/role/17; https://veranofsm.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5a9d837f-dda7-4c20-83e5-d50a35778bc9

- receipt_id: observation-5a9d837f-dda7-4c20-83e5-d50a35778bc9
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Claude
- observed_at: 2026-07-10T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-32381d11-51d3-4b79-8c8b-9535f318725f

- receipt_id: observation-32381d11-51d3-4b79-8c8b-9535f318725f
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Google AI Mode
- observed_at: 2026-07-10T16:59:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://hvacoperations.example/role/17; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cd51c90f-4d97-45d1-854b-d9644d1a1ced

- receipt_id: observation-cd51c90f-4d97-45d1-854b-d9644d1a1ced
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Google AI Overviews
- observed_at: 2026-07-10T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://servicetechforum.example/role/17; https://trakwell.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-029a2200-8f83-4383-8a98-9b1657710f7c

- receipt_id: observation-029a2200-8f83-4383-8a98-9b1657710f7c
- run_id: baseline-kalvenor-v11
- pass_id: run-2
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Perplexity
- observed_at: 2026-07-10T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicebuyersguide.example/role/17; https://hvacoperations.example/role/17; https://softwarecompare.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d28adabe-e646-431a-80e8-117b3a85caaa

- receipt_id: observation-d28adabe-e646-431a-80e8-117b3a85caaa
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: ChatGPT
- observed_at: 2026-07-12T08:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://asterforge.example/core/9; https://trakwell.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5adbc732-116c-440f-840e-8bd8d68cb2c0

- receipt_id: observation-5adbc732-116c-440f-840e-8bd8d68cb2c0
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Claude
- observed_at: 2026-07-12T08:03:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4acfcbf9-d841-4cb6-8732-66a77e5c5698

- receipt_id: observation-4acfcbf9-d841-4cb6-8732-66a77e5c5698
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Mode
- observed_at: 2026-07-12T08:03:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-14b24006-2a38-46bf-82de-ebbd98d08215

- receipt_id: observation-14b24006-2a38-46bf-82de-ebbd98d08215
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Overviews
- observed_at: 2026-07-12T08:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell; Cindermark
- cited_urls: https://softwarecompare.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-91477ee0-a224-4994-80ed-4dd01e41cda0

- receipt_id: observation-91477ee0-a224-4994-80ed-4dd01e41cda0
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Perplexity
- observed_at: 2026-07-12T08:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://northvalefsm.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-67c9771e-beb5-4df6-80a2-11d8da591ae9

- receipt_id: observation-67c9771e-beb5-4df6-80a2-11d8da591ae9
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: ChatGPT
- observed_at: 2026-07-12T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://trakwell.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8e1fb6a0-bb7d-4652-85a3-77527c636182

- receipt_id: observation-8e1fb6a0-bb7d-4652-85a3-77527c636182
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Claude
- observed_at: 2026-07-12T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://northvalefsm.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7faecce9-9d49-4e37-8fcb-573c26efd2b9

- receipt_id: observation-7faecce9-9d49-4e37-8fcb-573c26efd2b9
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Google AI Mode
- observed_at: 2026-07-12T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://operationsweekly.example/role/18; https://northvalefsm.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6a33a6bf-63b4-4de6-8936-54db6593d23d

- receipt_id: observation-6a33a6bf-63b4-4de6-8936-54db6593d23d
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Google AI Overviews
- observed_at: 2026-07-12T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://servicebuyersguide.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cc4fe704-b0bb-42d0-8812-9fdcd3814995

- receipt_id: observation-cc4fe704-b0bb-42d0-8812-9fdcd3814995
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 18
- question_text: As a procurement lead, what should I ask a field service software vendor before signing?
- engine: Perplexity
- observed_at: 2026-07-12T08:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://veranofsm.example/role/18; https://hvacoperations.example/role/18; https://operationsweekly.example/role/18
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8780e326-4ae3-46ab-8962-9f09b072e477

- receipt_id: observation-8780e326-4ae3-46ab-8962-9f09b072e477
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: ChatGPT
- observed_at: 2026-07-12T08:09:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d996a016-261a-4b1f-8ea2-aa6579ed108c

- receipt_id: observation-d996a016-261a-4b1f-8ea2-aa6579ed108c
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Claude
- observed_at: 2026-07-12T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://northvalefsm.example/use_case/27; https://operationsweekly.example/use_case/27; https://servicebuyersguide.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-307800fb-deb7-48ae-88a7-28102c5cdeb0

- receipt_id: observation-307800fb-deb7-48ae-88a7-28102c5cdeb0
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Google AI Mode
- observed_at: 2026-07-12T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/use_case/27; https://orbitfield.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-778a7bbd-d62c-4070-8200-36f26455c94c

- receipt_id: observation-778a7bbd-d62c-4070-8200-36f26455c94c
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Google AI Overviews
- observed_at: 2026-07-12T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://orbitfield.example/use_case/27; https://hvacoperations.example/use_case/27; https://servicebuyersguide.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4ee25897-66d2-49ec-8f99-3fef64def6b7

- receipt_id: observation-4ee25897-66d2-49ec-8f99-3fef64def6b7
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 27
- question_text: How does a service business plan technician capacity for the next quarter?
- engine: Perplexity
- observed_at: 2026-07-12T08:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://fieldservicereview.example/use_case/27
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8defe43c-158c-4f7a-8fbd-584c8a2b6a09

- receipt_id: observation-8defe43c-158c-4f7a-8fbd-584c8a2b6a09
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: ChatGPT
- observed_at: 2026-07-12T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/core/1; https://trakwell.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9ac7aba8-c1ab-44a1-816a-a18ade3fd2a0

- receipt_id: observation-9ac7aba8-c1ab-44a1-816a-a18ade3fd2a0
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Claude
- observed_at: 2026-07-12T09:07:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://asterforge.example/core/1; https://trakwell.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-88645a5b-3d5d-4733-8d35-f14fc43801c7

- receipt_id: observation-88645a5b-3d5d-4733-8d35-f14fc43801c7
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Mode
- observed_at: 2026-07-12T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/core/1; https://fieldservicereview.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9c2df15a-be98-4c1c-89cc-5c63a462ff88

- receipt_id: observation-9c2df15a-be98-4c1c-89cc-5c63a462ff88
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Overviews
- observed_at: 2026-07-12T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://cindermark.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fbca0219-e349-460e-8f5c-410920e34f4a

- receipt_id: observation-fbca0219-e349-460e-8f5c-410920e34f4a
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 1
- question_text: What is field service management software?
- engine: Perplexity
- observed_at: 2026-07-12T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://fieldservicereview.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-93276e6e-137b-4283-8f02-f23010518db7

- receipt_id: observation-93276e6e-137b-4283-8f02-f23010518db7
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: ChatGPT
- observed_at: 2026-07-12T09:10:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a9d697c9-85fa-440a-8425-3f84ff8a668c

- receipt_id: observation-a9d697c9-85fa-440a-8425-3f84ff8a668c
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Claude
- observed_at: 2026-07-12T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://northvalefsm.example/core/10; https://servicetechforum.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-df236c6a-fb9a-48b7-87ea-c3ebf1610222

- receipt_id: observation-df236c6a-fb9a-48b7-87ea-c3ebf1610222
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Mode
- observed_at: 2026-07-12T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicetechforum.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-38221aa1-5794-49ac-8e5d-62a58fb8b798

- receipt_id: observation-38221aa1-5794-49ac-8e5d-62a58fb8b798
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Overviews
- observed_at: 2026-07-12T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Orbit Field
- cited_urls: https://orbitfield.example/core/10; https://northvalefsm.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0626a2c2-3a06-4dcf-8fa0-fcba9e9222a4

- receipt_id: observation-0626a2c2-3a06-4dcf-8fa0-fcba9e9222a4
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Perplexity
- observed_at: 2026-07-12T09:10:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://servicetechforum.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c445dd9a-4f5b-4f0b-8fc4-feb00dc469fd

- receipt_id: observation-c445dd9a-4f5b-4f0b-8fc4-feb00dc469fd
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: ChatGPT
- observed_at: 2026-07-12T09:13:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-75c10007-9ef2-42c9-8364-32b30600139f

- receipt_id: observation-75c10007-9ef2-42c9-8364-32b30600139f
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Claude
- observed_at: 2026-07-12T09:13:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://servicebuyersguide.example/role/19; https://northvalefsm.example/role/19; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5d735b78-890a-4d09-8fae-7045c0ba5ae1

- receipt_id: observation-5d735b78-890a-4d09-8fae-7045c0ba5ae1
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Google AI Mode
- observed_at: 2026-07-12T09:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-36d7f1de-3de1-4dc5-8686-f3d75ac0e3eb

- receipt_id: observation-36d7f1de-3de1-4dc5-8686-f3d75ac0e3eb
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Google AI Overviews
- observed_at: 2026-07-12T09:13:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://fieldservicereview.example/role/19; https://softwarecompare.example/role/19; https://operationsweekly.example/role/19
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0f97c60f-1f2c-48ac-8748-5c1b9523b1c5

- receipt_id: observation-0f97c60f-1f2c-48ac-8748-5c1b9523b1c5
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 19
- question_text: As a warehouse manager, which field service system tracks van stock accurately?
- engine: Perplexity
- observed_at: 2026-07-12T09:13:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/role/19; https://northvalefsm.example/role/19; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-53248fed-2226-4ebe-80ef-adba682dae90

- receipt_id: observation-53248fed-2226-4ebe-80ef-adba682dae90
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: ChatGPT
- observed_at: 2026-07-12T09:16:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Asterforge; Orbit Field
- cited_urls: https://orbitfield.example/use_case/28; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-683e0a6d-0ac4-453d-8fbb-70c142d60e47

- receipt_id: observation-683e0a6d-0ac4-453d-8fbb-70c142d60e47
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Claude
- observed_at: 2026-07-12T09:16:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://asterforge.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d68e2578-f82d-4e41-80fd-fc227505875f

- receipt_id: observation-d68e2578-f82d-4e41-80fd-fc227505875f
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Google AI Mode
- observed_at: 2026-07-12T09:16:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicebuyersguide.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-496c096e-30f6-4510-875f-ac68cae1e5d5

- receipt_id: observation-496c096e-30f6-4510-875f-ac68cae1e5d5
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Google AI Overviews
- observed_at: 2026-07-12T09:16:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://cindermark.example/use_case/28
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fe55becf-2c39-448e-847b-86e334512f06

- receipt_id: observation-fe55becf-2c39-448e-847b-86e334512f06
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 28
- question_text: What system links asset history to each service visit?
- engine: Perplexity
- observed_at: 2026-07-12T09:16:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://asterforge.example/use_case/28; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0d5fdd22-6310-4637-8dc8-1c921cf66dad

- receipt_id: observation-0d5fdd22-6310-4637-8dc8-1c921cf66dad
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: ChatGPT
- observed_at: 2026-07-12T10:14:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Orbit Field; Cindermark
- cited_urls: https://softwarecompare.example/core/2; https://operationsweekly.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d2f0e1bb-b626-4bb9-83ea-cd8ca2307616

- receipt_id: observation-d2f0e1bb-b626-4bb9-83ea-cd8ca2307616
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Claude
- observed_at: 2026-07-12T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Orbit Field
- cited_urls: https://servicetechforum.example/core/2; https://asterforge.example/core/2; https://hvacoperations.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9926ae2e-c446-4e18-8d80-c021c3222027

- receipt_id: observation-9926ae2e-c446-4e18-8d80-c021c3222027
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Mode
- observed_at: 2026-07-12T10:14:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Asterforge
- cited_urls: https://northvalefsm.example/core/2; https://asterforge.example/core/2; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-23aa8100-38a6-4754-8a9f-0492ac517a85

- receipt_id: observation-23aa8100-38a6-4754-8a9f-0492ac517a85
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Overviews
- observed_at: 2026-07-12T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: yes
- exclusion_reason: NoOverview
- answer_text (the engine's words):

  > 


### Receipt observation-6462b8d0-27da-4de8-87af-376903d17bc6

- receipt_id: observation-6462b8d0-27da-4de8-87af-376903d17bc6
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Perplexity
- observed_at: 2026-07-12T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/core/2; https://veranofsm.example/core/2; https://trakwell.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-56d071b5-e487-430a-803e-872636844044

- receipt_id: observation-56d071b5-e487-430a-803e-872636844044
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: ChatGPT
- observed_at: 2026-07-12T10:17:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://fieldservicereview.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-016e4a0d-cc99-4c7b-8243-04f232ecd7f1

- receipt_id: observation-016e4a0d-cc99-4c7b-8243-04f232ecd7f1
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Claude
- observed_at: 2026-07-12T10:17:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ab4e6496-4e3c-46b7-8e44-f0c8cfc12eae

- receipt_id: observation-ab4e6496-4e3c-46b7-8e44-f0c8cfc12eae
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Google AI Mode
- observed_at: 2026-07-12T10:17:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://northvalefsm.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-308042c1-8484-46f5-8c40-fb717f9011a5

- receipt_id: observation-308042c1-8484-46f5-8c40-fb717f9011a5
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Google AI Overviews
- observed_at: 2026-07-12T10:17:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://northvalefsm.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-39da4a65-98cb-4948-8f4d-5a5c9a9aa187

- receipt_id: observation-39da4a65-98cb-4948-8f4d-5a5c9a9aa187
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 11
- question_text: As a service operations director, which software should I evaluate to cut technician drive time?
- engine: Perplexity
- observed_at: 2026-07-12T10:17:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/role/11; https://servicebuyersguide.example/role/11; https://fieldservicereview.example/role/11
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2d3715d2-7f6f-4569-88e6-f21c20a49061

- receipt_id: observation-2d3715d2-7f6f-4569-88e6-f21c20a49061
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: ChatGPT
- observed_at: 2026-07-12T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://veranofsm.example/role/20; https://trakwell.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b2a3912e-2f35-45ce-8bc1-18af2a84d963

- receipt_id: observation-b2a3912e-2f35-45ce-8bc1-18af2a84d963
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Claude
- observed_at: 2026-07-12T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://veranofsm.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b0b4f841-6af7-43a3-8a26-95b097a5d263

- receipt_id: observation-b0b4f841-6af7-43a3-8a26-95b097a5d263
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Google AI Mode
- observed_at: 2026-07-12T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://veranofsm.example/role/20; https://fieldservicereview.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-dbd7370f-d6fd-42da-8a62-cda5fbd62e4f

- receipt_id: observation-dbd7370f-d6fd-42da-8a62-cda5fbd62e4f
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Google AI Overviews
- observed_at: 2026-07-12T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://veranofsm.example/role/20; https://softwarecompare.example/role/20; https://cindermark.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8bef8a2a-2425-4d28-8846-eb9b8a8989a6

- receipt_id: observation-8bef8a2a-2425-4d28-8846-eb9b8a8989a6
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 20
- question_text: As a compliance officer, which field service platform documents safety checks on site?
- engine: Perplexity
- observed_at: 2026-07-12T10:20:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Cindermark
- cited_urls: https://trakwell.example/role/20
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-eb924702-34f3-401c-8742-18e7c127cb6f

- receipt_id: observation-eb924702-34f3-401c-8742-18e7c127cb6f
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: ChatGPT
- observed_at: 2026-07-12T10:23:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7be997c9-877b-47b6-87f7-5fc332966788

- receipt_id: observation-7be997c9-877b-47b6-87f7-5fc332966788
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Claude
- observed_at: 2026-07-12T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://veranofsm.example/use_case/29; https://hvacoperations.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b918bb72-0f60-4dd1-8da2-b6adf7b9eb1d

- receipt_id: observation-b918bb72-0f60-4dd1-8da2-b6adf7b9eb1d
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Google AI Mode
- observed_at: 2026-07-12T10:23:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9141317a-9e8c-485f-8b7f-f91e9267d3cc

- receipt_id: observation-9141317a-9e8c-485f-8b7f-f91e9267d3cc
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Google AI Overviews
- observed_at: 2026-07-12T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Orbit Field
- cited_urls: https://northvalefsm.example/use_case/29; https://servicetechforum.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-db3ae125-762b-45d1-8171-c2904b2db41d

- receipt_id: observation-db3ae125-762b-45d1-8171-c2904b2db41d
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 29
- question_text: How are multi day installation jobs with several crews managed?
- engine: Perplexity
- observed_at: 2026-07-12T10:23:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Trakwell; Orbit Field
- cited_urls: https://orbitfield.example/use_case/29
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-24d6867a-c503-4f9d-8c9c-aa2fc3e0c0db

- receipt_id: observation-24d6867a-c503-4f9d-8c9c-aa2fc3e0c0db
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: ChatGPT
- observed_at: 2026-07-12T11:21:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://asterforge.example/core/3; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-dd33ef83-eab2-4341-800b-5056b0a75bfa

- receipt_id: observation-dd33ef83-eab2-4341-800b-5056b0a75bfa
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Claude
- observed_at: 2026-07-12T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://hvacoperations.example/core/3; https://asterforge.example/core/3; https://cindermark.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-76a0854a-2997-42e0-8df6-09bb5e5fb6e5

- receipt_id: observation-76a0854a-2997-42e0-8df6-09bb5e5fb6e5
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Mode
- observed_at: 2026-07-12T11:21:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Trakwell
- cited_urls: https://orbitfield.example/core/3; https://veranofsm.example/core/3; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bb5ab1dc-117d-451b-896f-96275e843ee0

- receipt_id: observation-bb5ab1dc-117d-451b-896f-96275e843ee0
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Overviews
- observed_at: 2026-07-12T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://servicebuyersguide.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ce78e05c-51e5-4e5d-8c0b-64cdad4f5ce9

- receipt_id: observation-ce78e05c-51e5-4e5d-8c0b-64cdad4f5ce9
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Perplexity
- observed_at: 2026-07-12T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://trakwell.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-71e7556f-579e-4f22-8181-65d3ce9a29a3

- receipt_id: observation-71e7556f-579e-4f22-8181-65d3ce9a29a3
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: ChatGPT
- observed_at: 2026-07-12T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/role/12; https://veranofsm.example/role/12; https://trakwell.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-52182ca6-2281-4c6e-8bf5-b39ee7788bac

- receipt_id: observation-52182ca6-2281-4c6e-8bf5-b39ee7788bac
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Claude
- observed_at: 2026-07-12T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://operationsweekly.example/role/12; https://fieldservicereview.example/role/12; https://servicetechforum.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-965ffb7e-8d15-4e87-8fb5-2d382c12f685

- receipt_id: observation-965ffb7e-8d15-4e87-8fb5-2d382c12f685
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Google AI Mode
- observed_at: 2026-07-12T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://hvacoperations.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-46fe4de9-72c5-4778-82c3-de4dd0062086

- receipt_id: observation-46fe4de9-72c5-4778-82c3-de4dd0062086
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Google AI Overviews
- observed_at: 2026-07-12T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://hvacoperations.example/role/12; https://veranofsm.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f2265cd4-5906-4b19-8a22-785013755f2c

- receipt_id: observation-f2265cd4-5906-4b19-8a22-785013755f2c
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 12
- question_text: As a finance lead, which field service platform gives the clearest job level margin reporting?
- engine: Perplexity
- observed_at: 2026-07-12T11:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://operationsweekly.example/role/12; https://trakwell.example/role/12
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4974a5f4-56d5-42f6-8173-cbf7f7497018

- receipt_id: observation-4974a5f4-56d5-42f6-8173-cbf7f7497018
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: ChatGPT
- observed_at: 2026-07-12T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/use_case/21; https://servicetechforum.example/use_case/21; https://hvacoperations.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d2b9b6a0-3cb8-48d4-82b9-1c8a95f11bc5

- receipt_id: observation-d2b9b6a0-3cb8-48d4-82b9-1c8a95f11bc5
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Claude
- observed_at: 2026-07-12T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://servicebuyersguide.example/use_case/21; https://orbitfield.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5780e779-d5f4-4d09-8bb9-3e5b3405a981

- receipt_id: observation-5780e779-d5f4-4d09-8bb9-3e5b3405a981
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Google AI Mode
- observed_at: 2026-07-12T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://asterforge.example/use_case/21; https://softwarecompare.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0944e544-ac55-4973-8e48-09a40ca08d67

- receipt_id: observation-0944e544-ac55-4973-8e48-09a40ca08d67
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Google AI Overviews
- observed_at: 2026-07-12T11:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://asterforge.example/use_case/21; https://orbitfield.example/use_case/21
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a5854d7a-04cc-4292-8506-87a7d01016df

- receipt_id: observation-a5854d7a-04cc-4292-8506-87a7d01016df
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 21
- question_text: How does a service business reduce repeat visits caused by missing parts?
- engine: Perplexity
- observed_at: 2026-07-12T11:27:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Asterforge
- cited_urls: https://hvacoperations.example/use_case/21; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7ce33c07-2b31-453d-888e-2d29cc5ecdef

- receipt_id: observation-7ce33c07-2b31-453d-888e-2d29cc5ecdef
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: ChatGPT
- observed_at: 2026-07-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-72b30a6f-1e91-4d60-8e89-e789a8362205

- receipt_id: observation-72b30a6f-1e91-4d60-8e89-e789a8362205
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Claude
- observed_at: 2026-07-12T11:30:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://hvacoperations.example/use_case/30; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a8cd29d7-4580-4f2d-8f89-13f432c537ac

- receipt_id: observation-a8cd29d7-4580-4f2d-8f89-13f432c537ac
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Google AI Mode
- observed_at: 2026-07-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://softwarecompare.example/use_case/30
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-613e425e-366c-4c86-802a-7daec72d7659

- receipt_id: observation-613e425e-366c-4c86-802a-7daec72d7659
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Google AI Overviews
- observed_at: 2026-07-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://softwarecompare.example/use_case/30; https://trakwell.example/use_case/30
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-da7ae448-15bd-472a-8df7-916c1b6246af

- receipt_id: observation-da7ae448-15bd-472a-8df7-916c1b6246af
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 30
- question_text: What software shortens the time between job completion and invoice?
- engine: Perplexity
- observed_at: 2026-07-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/use_case/30; https://softwarecompare.example/use_case/30
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-86e47fcf-20e5-47da-8d1d-f4b04a59e9d1

- receipt_id: observation-86e47fcf-20e5-47da-8d1d-f4b04a59e9d1
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: ChatGPT
- observed_at: 2026-07-12T12:28:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://veranofsm.example/core/4; https://softwarecompare.example/core/4; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9c0be8c2-cfa2-430e-8389-e0a3afb73e7a

- receipt_id: observation-9c0be8c2-cfa2-430e-8389-e0a3afb73e7a
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Claude
- observed_at: 2026-07-12T12:28:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://servicetechforum.example/core/4; https://orbitfield.example/core/4; https://softwarecompare.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-28e69425-4b61-4103-86bc-9ee5d331854f

- receipt_id: observation-28e69425-4b61-4103-86bc-9ee5d331854f
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Mode
- observed_at: 2026-07-12T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/core/4; https://orbitfield.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8ea510e7-9434-4251-8d5b-93c268182877

- receipt_id: observation-8ea510e7-9434-4251-8d5b-93c268182877
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Overviews
- observed_at: 2026-07-12T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/4; https://fieldservicereview.example/core/4; https://servicebuyersguide.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-998e1aea-3ab1-4987-87f7-3820c0350583

- receipt_id: observation-998e1aea-3ab1-4987-87f7-3820c0350583
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 4
- question_text: What features should field service management software include?
- engine: Perplexity
- observed_at: 2026-07-12T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/core/4; https://trakwell.example/core/4; https://fieldservicereview.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7a17f80a-0eb0-4e7c-8f0e-fe820c7e51fe

- receipt_id: observation-7a17f80a-0eb0-4e7c-8f0e-fe820c7e51fe
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: ChatGPT
- observed_at: 2026-07-12T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/role/13; https://fieldservicereview.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cc24f219-1aab-43d2-8b5d-c1536fc34449

- receipt_id: observation-cc24f219-1aab-43d2-8b5d-c1536fc34449
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Claude
- observed_at: 2026-07-12T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/role/13; https://trakwell.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ee86c6a1-08ca-4343-8798-bc53ed526f26

- receipt_id: observation-ee86c6a1-08ca-4343-8798-bc53ed526f26
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Google AI Mode
- observed_at: 2026-07-12T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://cindermark.example/role/13; https://northvalefsm.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ef55c51e-309e-41b7-817b-0d4580888398

- receipt_id: observation-ef55c51e-309e-41b7-817b-0d4580888398
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Google AI Overviews
- observed_at: 2026-07-12T12:31:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://servicebuyersguide.example/role/13; https://fieldservicereview.example/role/13; https://hvacoperations.example/role/13
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e4f465cd-a0a1-4cf7-8f30-dec9334cd72a

- receipt_id: observation-e4f465cd-a0a1-4cf7-8f30-dec9334cd72a
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 13
- question_text: As an IT manager, which field service software offers an open API and webhooks?
- engine: Perplexity
- observed_at: 2026-07-12T12:31:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Verano FSM
- cited_urls: https://fieldservicereview.example/role/13; https://cindermark.example/role/13; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2da8f01c-1522-4353-82b2-b8d009f85035

- receipt_id: observation-2da8f01c-1522-4353-82b2-b8d009f85035
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: ChatGPT
- observed_at: 2026-07-12T12:34:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8a3a6ac5-9eca-477d-82ef-57d9189d16f5

- receipt_id: observation-8a3a6ac5-9eca-477d-82ef-57d9189d16f5
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Claude
- observed_at: 2026-07-12T12:34:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Cindermark
- cited_urls: https://asterforge.example/use_case/22; https://hvacoperations.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-52a21d94-e027-4865-8c2f-1475b841c8c0

- receipt_id: observation-52a21d94-e027-4865-8c2f-1475b841c8c0
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Google AI Mode
- observed_at: 2026-07-12T12:34:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Cindermark
- cited_urls: https://servicetechforum.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a531342f-c747-423e-8f83-2c65e57d14d2

- receipt_id: observation-a531342f-c747-423e-8f83-2c65e57d14d2
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Google AI Overviews
- observed_at: 2026-07-12T12:34:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Cindermark
- cited_urls: https://orbitfield.example/use_case/22; https://softwarecompare.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-16174d61-dbec-469c-8d72-9b14abbecb18

- receipt_id: observation-16174d61-dbec-469c-8d72-9b14abbecb18
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 22
- question_text: What software helps a heating and cooling contractor manage preventive maintenance agreements?
- engine: Perplexity
- observed_at: 2026-07-12T12:34:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/use_case/22
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c19a1b67-5c0f-47af-8d1f-8fd6a8eb8d72

- receipt_id: observation-c19a1b67-5c0f-47af-8d1f-8fd6a8eb8d72
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: ChatGPT
- observed_at: 2026-07-12T12:37:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/evaluation/31; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c1d3f0ce-c60f-471c-8ebe-fae62cd97854

- receipt_id: observation-c1d3f0ce-c60f-471c-8ebe-fae62cd97854
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Claude
- observed_at: 2026-07-12T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://veranofsm.example/evaluation/31; https://fieldservicereview.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ca8bb855-af68-468b-818a-fba62e4e4f41

- receipt_id: observation-ca8bb855-af68-468b-818a-fba62e4e4f41
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Google AI Mode
- observed_at: 2026-07-12T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/evaluation/31; https://trakwell.example/evaluation/31; https://northvalefsm.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-38a86593-fd18-4768-83d9-b4e2b194beaa

- receipt_id: observation-38a86593-fd18-4768-83d9-b4e2b194beaa
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Google AI Overviews
- observed_at: 2026-07-12T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://asterforge.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-76236483-1184-469f-8d9c-d04096cb651d

- receipt_id: observation-76236483-1184-469f-8d9c-d04096cb651d
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 31
- question_text: How much does field service management software cost per technician?
- engine: Perplexity
- observed_at: 2026-07-12T12:37:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://fieldservicereview.example/evaluation/31; https://veranofsm.example/evaluation/31
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e53a60e3-d50f-40a0-859f-c4d884b889b4

- receipt_id: observation-e53a60e3-d50f-40a0-859f-c4d884b889b4
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: ChatGPT
- observed_at: 2026-07-12T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://veranofsm.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f343457c-8530-4c65-8cc3-279369362280

- receipt_id: observation-f343457c-8530-4c65-8cc3-279369362280
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Claude
- observed_at: 2026-07-12T13:35:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e17d9f7c-2fb5-453c-8997-988f42b56c16

- receipt_id: observation-e17d9f7c-2fb5-453c-8997-988f42b56c16
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Mode
- observed_at: 2026-07-12T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Verano FSM; Orbit Field; Cindermark
- cited_urls: https://hvacoperations.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fee0e9c1-8d76-49b3-88f8-303366d50740

- receipt_id: observation-fee0e9c1-8d76-49b3-88f8-303366d50740
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Overviews
- observed_at: 2026-07-12T13:35:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d1d888f3-daa0-4bdc-8a5a-986bad5090f9

- receipt_id: observation-d1d888f3-daa0-4bdc-8a5a-986bad5090f9
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Perplexity
- observed_at: 2026-07-12T13:35:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://softwarecompare.example/core/5; https://northvalefsm.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-13d77c3e-0916-4bff-826c-7b544b0a0373

- receipt_id: observation-13d77c3e-0916-4bff-826c-7b544b0a0373
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: ChatGPT
- observed_at: 2026-07-12T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://softwarecompare.example/role/14; https://servicebuyersguide.example/role/14; https://fieldservicereview.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ca724c1d-4278-4dfb-8ef6-fd7d1e4141a9

- receipt_id: observation-ca724c1d-4278-4dfb-8ef6-fd7d1e4141a9
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Claude
- observed_at: 2026-07-12T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://veranofsm.example/role/14; https://asterforge.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-88b0ca84-e678-4b3f-8b52-7aebf6f8309c

- receipt_id: observation-88b0ca84-e678-4b3f-8b52-7aebf6f8309c
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Google AI Mode
- observed_at: 2026-07-12T13:38:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7c8e7e3f-6d2c-4daf-8adb-b183f6069048

- receipt_id: observation-7c8e7e3f-6d2c-4daf-8adb-b183f6069048
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Google AI Overviews
- observed_at: 2026-07-12T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ff8a226f-b7ad-4d32-8fab-87e71f927350

- receipt_id: observation-ff8a226f-b7ad-4d32-8fab-87e71f927350
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 14
- question_text: As a dispatcher, which scheduling tool handles same day emergency jobs best?
- engine: Perplexity
- observed_at: 2026-07-12T13:38:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://veranofsm.example/role/14
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > Buyers asking "As a dispatcher, which scheduling tool handles same day emergency jobs best?" 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.


### Receipt observation-24af4147-6106-4524-8756-93dec276557b

- receipt_id: observation-24af4147-6106-4524-8756-93dec276557b
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: ChatGPT
- observed_at: 2026-07-12T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/use_case/23; https://servicetechforum.example/use_case/23; https://northvalefsm.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-55e8c411-7953-4fb5-8ecc-4586018402c9

- receipt_id: observation-55e8c411-7953-4fb5-8ecc-4586018402c9
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Claude
- observed_at: 2026-07-12T13:41:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-748e1099-8154-4cfd-8e41-e9c0df985817

- receipt_id: observation-748e1099-8154-4cfd-8e41-e9c0df985817
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Google AI Mode
- observed_at: 2026-07-12T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://hvacoperations.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fafce3cc-4763-4435-8b98-a8195b5d57d8

- receipt_id: observation-fafce3cc-4763-4435-8b98-a8195b5d57d8
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Google AI Overviews
- observed_at: 2026-07-12T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0c6fd67b-3e11-4ccb-8623-4ec7750a9443

- receipt_id: observation-0c6fd67b-3e11-4ccb-8623-4ec7750a9443
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 23
- question_text: How can a service business quote and invoice from the field on the same day?
- engine: Perplexity
- observed_at: 2026-07-12T13:41:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/use_case/23; https://trakwell.example/use_case/23; https://operationsweekly.example/use_case/23
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-162e4681-c807-42cb-8a15-3bfb9dda07b9

- receipt_id: observation-162e4681-c807-42cb-8a15-3bfb9dda07b9
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: ChatGPT
- observed_at: 2026-07-12T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://fieldservicereview.example/evaluation/32; https://orbitfield.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d196347d-bc01-41fd-87b7-251fb0d2242f

- receipt_id: observation-d196347d-bc01-41fd-87b7-251fb0d2242f
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Claude
- observed_at: 2026-07-12T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://hvacoperations.example/evaluation/32; https://cindermark.example/evaluation/32; https://trakwell.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e33a87e2-76d4-4159-884c-10786a16ada4

- receipt_id: observation-e33a87e2-76d4-4159-884c-10786a16ada4
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Google AI Mode
- observed_at: 2026-07-12T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Cindermark
- cited_urls: https://hvacoperations.example/evaluation/32; https://asterforge.example/evaluation/32; https://cindermark.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6fddfe4f-ca03-4e58-815a-19e4ca18cefd

- receipt_id: observation-6fddfe4f-ca03-4e58-815a-19e4ca18cefd
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Google AI Overviews
- observed_at: 2026-07-12T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Cindermark
- cited_urls: https://softwarecompare.example/evaluation/32; https://cindermark.example/evaluation/32; https://veranofsm.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8b231a64-b6b4-48d7-8403-bebe255b32f4

- receipt_id: observation-8b231a64-b6b4-48d7-8403-bebe255b32f4
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 32
- question_text: What is a typical implementation timeline for field service software?
- engine: Perplexity
- observed_at: 2026-07-12T13:44:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://cindermark.example/evaluation/32; https://operationsweekly.example/evaluation/32; https://asterforge.example/evaluation/32
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0e0dec5e-e430-4076-8ac2-51c0899a48de

- receipt_id: observation-0e0dec5e-e430-4076-8ac2-51c0899a48de
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: ChatGPT
- observed_at: 2026-07-12T14:42:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://cindermark.example/core/6; https://veranofsm.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-41f807c0-8a6b-47a4-83e3-0f17a1bf2c17

- receipt_id: observation-41f807c0-8a6b-47a4-83e3-0f17a1bf2c17
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Claude
- observed_at: 2026-07-12T14:42:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://trakwell.example/core/6; https://fieldservicereview.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2e0a4b87-e9d5-4bc6-8af7-ffe4f58ac339

- receipt_id: observation-2e0a4b87-e9d5-4bc6-8af7-ffe4f58ac339
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Mode
- observed_at: 2026-07-12T14:42:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Asterforge; Verano FSM
- cited_urls: https://trakwell.example/core/6; https://operationsweekly.example/core/6; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-62634efb-810a-45aa-834d-06699d4a7a0e

- receipt_id: observation-62634efb-810a-45aa-834d-06699d4a7a0e
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Overviews
- observed_at: 2026-07-12T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://fieldservicereview.example/core/6; https://trakwell.example/core/6; https://servicebuyersguide.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-40c2bfc8-5b4b-4260-84a6-63958c55e33c

- receipt_id: observation-40c2bfc8-5b4b-4260-84a6-63958c55e33c
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Perplexity
- observed_at: 2026-07-12T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://northvalefsm.example/core/6; https://cindermark.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3ceb7264-2b2c-45d4-80bc-05deb6a07aca

- receipt_id: observation-3ceb7264-2b2c-45d4-80bc-05deb6a07aca
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: ChatGPT
- observed_at: 2026-07-12T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: 
- excluded: yes
- exclusion_reason: Timeout
- answer_text (the engine's words):

  > 


### Receipt observation-f11a0988-18d8-41dd-85e2-729f16b6a49b

- receipt_id: observation-f11a0988-18d8-41dd-85e2-729f16b6a49b
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Claude
- observed_at: 2026-07-12T14:45:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/role/15; https://servicebuyersguide.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-58227848-6972-45c0-8793-14f74e0ee977

- receipt_id: observation-58227848-6972-45c0-8793-14f74e0ee977
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Google AI Mode
- observed_at: 2026-07-12T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://trakwell.example/role/15; https://hvacoperations.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-096bda8d-0ac8-4dd0-8240-8d6d18a208a8

- receipt_id: observation-096bda8d-0ac8-4dd0-8240-8d6d18a208a8
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Google AI Overviews
- observed_at: 2026-07-12T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://servicebuyersguide.example/role/15; https://orbitfield.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-53603ff0-8440-4188-852f-8043bfbacfaa

- receipt_id: observation-53603ff0-8440-4188-852f-8043bfbacfaa
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 15
- question_text: As a service manager, which software helps a team hit first time fix rate targets?
- engine: Perplexity
- observed_at: 2026-07-12T14:45:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/role/15; https://fieldservicereview.example/role/15
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-846f6d1f-c5d3-4f15-8908-d6b75582fbd9

- receipt_id: observation-846f6d1f-c5d3-4f15-8908-d6b75582fbd9
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: ChatGPT
- observed_at: 2026-07-12T14:48:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://veranofsm.example/use_case/24; https://servicebuyersguide.example/use_case/24
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-15850d67-845e-4fb7-8597-ef0933887ba0

- receipt_id: observation-15850d67-845e-4fb7-8597-ef0933887ba0
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Claude
- observed_at: 2026-07-12T14:48:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-521d684b-9e16-488f-8637-2268eba9ac23

- receipt_id: observation-521d684b-9e16-488f-8637-2268eba9ac23
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Google AI Mode
- observed_at: 2026-07-12T14:48:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://asterforge.example/use_case/24; https://northvalefsm.example/use_case/24
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c8c7b7c4-8814-4aa6-8f52-0cb221cc1457

- receipt_id: observation-c8c7b7c4-8814-4aa6-8f52-0cb221cc1457
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Google AI Overviews
- observed_at: 2026-07-12T14:48:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2991d05d-de9c-46b5-8083-d2c4902578c5

- receipt_id: observation-2991d05d-de9c-46b5-8083-d2c4902578c5
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 24
- question_text: What tool routes technicians across a large territory efficiently?
- engine: Perplexity
- observed_at: 2026-07-12T14:48:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ca85f83f-137a-4fab-865f-5732c11c654b

- receipt_id: observation-ca85f83f-137a-4fab-865f-5732c11c654b
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: ChatGPT
- observed_at: 2026-07-12T14:51:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/evaluation/33; https://servicetechforum.example/evaluation/33; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7832dfbf-9e44-46d6-8b7a-cdcb25127bdb

- receipt_id: observation-7832dfbf-9e44-46d6-8b7a-cdcb25127bdb
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Claude
- observed_at: 2026-07-12T14:51:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicetechforum.example/evaluation/33; https://hvacoperations.example/evaluation/33; https://northvalefsm.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-65125c91-7cca-46bd-8862-986ff3741e27

- receipt_id: observation-65125c91-7cca-46bd-8862-986ff3741e27
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Google AI Mode
- observed_at: 2026-07-12T14:51:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://servicebuyersguide.example/evaluation/33; https://operationsweekly.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-499b7f58-b81e-4359-8514-916bb69abfff

- receipt_id: observation-499b7f58-b81e-4359-8514-916bb69abfff
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Google AI Overviews
- observed_at: 2026-07-12T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/evaluation/33; https://fieldservicereview.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0334bae8-0e31-4722-8d47-18541a802239

- receipt_id: observation-0334bae8-0e31-4722-8d47-18541a802239
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 33
- question_text: Which field service platforms offer month to month contracts?
- engine: Perplexity
- observed_at: 2026-07-12T14:51:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://cindermark.example/evaluation/33; https://servicetechforum.example/evaluation/33; https://trakwell.example/evaluation/33
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4b30419b-cffc-49b6-8131-13c8d152e6b8

- receipt_id: observation-4b30419b-cffc-49b6-8131-13c8d152e6b8
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: ChatGPT
- observed_at: 2026-07-12T15:49:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a67c1af0-914b-4df7-8425-70778f899fec

- receipt_id: observation-a67c1af0-914b-4df7-8425-70778f899fec
- run_id: baseline-kalvenor-v11
- pass_id: run-3
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- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Claude
- observed_at: 2026-07-12T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/core/7; https://veranofsm.example/core/7; https://orbitfield.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0327ddbd-6b27-47bd-8316-92c146b42100

- receipt_id: observation-0327ddbd-6b27-47bd-8316-92c146b42100
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Mode
- observed_at: 2026-07-12T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicetechforum.example/core/7; https://softwarecompare.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-80d81c23-cd13-4e59-88be-95c5abdca8fa

- receipt_id: observation-80d81c23-cd13-4e59-88be-95c5abdca8fa
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Overviews
- observed_at: 2026-07-12T15:49:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://cindermark.example/core/7; https://softwarecompare.example/core/7; https://veranofsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e41fe141-d078-4f1a-8388-ce40b6bb350b

- receipt_id: observation-e41fe141-d078-4f1a-8388-ce40b6bb350b
- run_id: baseline-kalvenor-v11
- pass_id: run-3
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- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Perplexity
- observed_at: 2026-07-12T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://northvalefsm.example/core/7; https://softwarecompare.example/core/7; https://cindermark.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-970cd9bf-d860-4cf5-800d-9617c96024bf

- receipt_id: observation-970cd9bf-d860-4cf5-800d-9617c96024bf
- run_id: baseline-kalvenor-v11
- pass_id: run-3
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- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: ChatGPT
- observed_at: 2026-07-12T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cb579728-a279-409b-8fab-bb1e941768cb

- receipt_id: observation-cb579728-a279-409b-8fab-bb1e941768cb
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Claude
- observed_at: 2026-07-12T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicetechforum.example/role/16; https://orbitfield.example/role/16; https://veranofsm.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b6d0b786-e7da-4816-88cd-1c341ea4def8

- receipt_id: observation-b6d0b786-e7da-4816-88cd-1c341ea4def8
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Google AI Mode
- observed_at: 2026-07-12T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://asterforge.example/role/16; https://veranofsm.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1f3614d9-d502-4b1c-8546-35e914f2ce58

- receipt_id: observation-1f3614d9-d502-4b1c-8546-35e914f2ce58
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Google AI Overviews
- observed_at: 2026-07-12T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/role/16; https://orbitfield.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5c353dcf-ad0c-4e57-8bf2-545fcaaa1b03

- receipt_id: observation-5c353dcf-ad0c-4e57-8bf2-545fcaaa1b03
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 16
- question_text: As an operations lead, which platform scales from 50 to 500 technicians without a replatform?
- engine: Perplexity
- observed_at: 2026-07-12T15:52:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://hvacoperations.example/role/16
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-486104ac-7795-4cf0-8dd8-532468491188

- receipt_id: observation-486104ac-7795-4cf0-8dd8-532468491188
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: ChatGPT
- observed_at: 2026-07-12T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://softwarecompare.example/use_case/25; https://servicetechforum.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f78ff882-cd9b-401a-8889-a4bbb4479e58

- receipt_id: observation-f78ff882-cd9b-401a-8889-a4bbb4479e58
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Claude
- observed_at: 2026-07-12T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://trakwell.example/use_case/25; https://operationsweekly.example/use_case/25; https://fieldservicereview.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bc4d2f60-e61e-45b8-8438-c6cfe5367728

- receipt_id: observation-bc4d2f60-e61e-45b8-8438-c6cfe5367728
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Google AI Mode
- observed_at: 2026-07-12T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Trakwell
- cited_urls: https://servicetechforum.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b7ff8687-fbda-48b8-8f43-7b078efd1258

- receipt_id: observation-b7ff8687-fbda-48b8-8f43-7b078efd1258
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Google AI Overviews
- observed_at: 2026-07-12T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://softwarecompare.example/use_case/25; https://servicebuyersguide.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-54e65763-71fc-4fdd-8ff3-191ebf4f2129

- receipt_id: observation-54e65763-71fc-4fdd-8ff3-191ebf4f2129
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 25
- question_text: How does a company give subcontractors limited access to work orders?
- engine: Perplexity
- observed_at: 2026-07-12T15:55:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://servicebuyersguide.example/use_case/25; https://hvacoperations.example/use_case/25; https://northvalefsm.example/use_case/25
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a7dc4824-776c-48b7-89e0-00d2a5d34715

- receipt_id: observation-a7dc4824-776c-48b7-89e0-00d2a5d34715
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: ChatGPT
- observed_at: 2026-07-12T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell; Orbit Field
- cited_urls: https://hvacoperations.example/evaluation/34; https://softwarecompare.example/evaluation/34; https://trakwell.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-4837c104-31e4-44e2-844c-c19ea6df5faf

- receipt_id: observation-4837c104-31e4-44e2-844c-c19ea6df5faf
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Claude
- observed_at: 2026-07-12T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell; Orbit Field
- cited_urls: https://operationsweekly.example/evaluation/34; https://servicetechforum.example/evaluation/34; https://asterforge.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ced86bcc-2b2c-47a5-89b2-72509c21a66d

- receipt_id: observation-ced86bcc-2b2c-47a5-89b2-72509c21a66d
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Google AI Mode
- observed_at: 2026-07-12T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicetechforum.example/evaluation/34; https://northvalefsm.example/evaluation/34; https://veranofsm.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-15c681b6-809f-48c2-86a5-4df8ef0d1c7f

- receipt_id: observation-15c681b6-809f-48c2-86a5-4df8ef0d1c7f
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Google AI Overviews
- observed_at: 2026-07-12T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://softwarecompare.example/evaluation/34; https://hvacoperations.example/evaluation/34; https://orbitfield.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cec9db9b-f554-45ee-8c0d-beecfaa7465a

- receipt_id: observation-cec9db9b-f554-45ee-8c0d-beecfaa7465a
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 34
- question_text: How do field service software vendors price offline mobile access?
- engine: Perplexity
- observed_at: 2026-07-12T15:58:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://orbitfield.example/evaluation/34
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-d955c7ce-becb-46bd-8b8c-eae637ba8f41

- receipt_id: observation-d955c7ce-becb-46bd-8b8c-eae637ba8f41
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: ChatGPT
- observed_at: 2026-07-12T16:02:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://cindermark.example/use_case/26; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6d44ab4d-93be-425b-808e-40ba998b5abf

- receipt_id: observation-6d44ab4d-93be-425b-808e-40ba998b5abf
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Claude
- observed_at: 2026-07-12T16:02:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/use_case/26; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c93c1730-274b-4b7d-892a-5f0c926b5b64

- receipt_id: observation-c93c1730-274b-4b7d-892a-5f0c926b5b64
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Google AI Mode
- observed_at: 2026-07-12T16:02:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Trakwell
- cited_urls: https://servicetechforum.example/use_case/26; https://servicebuyersguide.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3bdd1c8f-ad0a-469d-85a3-5785a0b11846

- receipt_id: observation-3bdd1c8f-ad0a-469d-85a3-5785a0b11846
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Google AI Overviews
- observed_at: 2026-07-12T16:02:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://trakwell.example/use_case/26
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2e57a09b-0eac-466a-8167-d647918b46a5

- receipt_id: observation-2e57a09b-0eac-466a-8167-d647918b46a5
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 26
- question_text: What software captures photos and signatures as proof of service?
- engine: Perplexity
- observed_at: 2026-07-12T16:02:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6ede7c52-3701-4d94-8b2b-d45c7da0ce8b

- receipt_id: observation-6ede7c52-3701-4d94-8b2b-d45c7da0ce8b
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: ChatGPT
- observed_at: 2026-07-12T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a2cd4c17-0e43-4674-8be4-2295aa48a94a

- receipt_id: observation-a2cd4c17-0e43-4674-8be4-2295aa48a94a
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Claude
- observed_at: 2026-07-12T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://orbitfield.example/evaluation/35; https://veranofsm.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-51b00212-eb74-4bfc-85a8-7059f5487886

- receipt_id: observation-51b00212-eb74-4bfc-85a8-7059f5487886
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Google AI Mode
- observed_at: 2026-07-12T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://softwarecompare.example/evaluation/35; https://asterforge.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-31b28cc6-e528-46f0-82a2-b6d2acb664ee

- receipt_id: observation-31b28cc6-e528-46f0-82a2-b6d2acb664ee
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Google AI Overviews
- observed_at: 2026-07-12T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM
- cited_urls: https://hvacoperations.example/evaluation/35; https://asterforge.example/evaluation/35; https://orbitfield.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0f5f0bcf-2a91-4609-885e-06417b520ae4

- receipt_id: observation-0f5f0bcf-2a91-4609-885e-06417b520ae4
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 35
- question_text: What should a field service software contract say about data export?
- engine: Perplexity
- observed_at: 2026-07-12T16:05:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://hvacoperations.example/evaluation/35
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-740b94bc-707a-44c3-8c5b-6646e5882e42

- receipt_id: observation-740b94bc-707a-44c3-8c5b-6646e5882e42
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: ChatGPT
- observed_at: 2026-07-12T16:56:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://trakwell.example/core/8; https://hvacoperations.example/core/8; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a1c60585-e61b-4c2f-873d-6caff02996e2

- receipt_id: observation-a1c60585-e61b-4c2f-873d-6caff02996e2
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Claude
- observed_at: 2026-07-12T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Verano FSM; Trakwell
- cited_urls: https://trakwell.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6e9c0818-8883-433b-8502-393065f8d4cd

- receipt_id: observation-6e9c0818-8883-433b-8502-393065f8d4cd
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Mode
- observed_at: 2026-07-12T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Trakwell
- cited_urls: https://fieldservicereview.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cc33514e-962b-4718-87f2-34d75b06dcbc

- receipt_id: observation-cc33514e-962b-4718-87f2-34d75b06dcbc
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Overviews
- observed_at: 2026-07-12T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0d313a0e-fb0e-4bbf-898a-41223f6e0571

- receipt_id: observation-0d313a0e-fb0e-4bbf-898a-41223f6e0571
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Perplexity
- observed_at: 2026-07-12T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Trakwell
- cited_urls: https://hvacoperations.example/core/8; https://asterforge.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7021b76f-9fe7-4923-84be-e730e064242b

- receipt_id: observation-7021b76f-9fe7-4923-84be-e730e064242b
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: ChatGPT
- observed_at: 2026-07-12T16:59:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e3a7c129-194b-456f-8bfa-31aebe64db2d

- receipt_id: observation-e3a7c129-194b-456f-8bfa-31aebe64db2d
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Claude
- observed_at: 2026-07-12T16:59:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/role/17; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8ea03c39-342f-4761-8678-5ced47255c22

- receipt_id: observation-8ea03c39-342f-4761-8678-5ced47255c22
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Google AI Mode
- observed_at: 2026-07-12T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://operationsweekly.example/role/17; https://asterforge.example/role/17; https://northvalefsm.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cbc4f460-2ae4-4555-8aff-410c7be50a5a

- receipt_id: observation-cbc4f460-2ae4-4555-8aff-410c7be50a5a
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Google AI Overviews
- observed_at: 2026-07-12T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://cindermark.example/role/17; https://orbitfield.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a4250cc0-af7f-426b-80ac-89a4a7313e04

- receipt_id: observation-a4250cc0-af7f-426b-80ac-89a4a7313e04
- run_id: baseline-kalvenor-v11
- pass_id: run-3
- pass_kind: scheduled
- question_id: 17
- question_text: As a customer experience lead, which field service tool gives customers live arrival windows?
- engine: Perplexity
- observed_at: 2026-07-12T16:59:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://veranofsm.example/role/17
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e7f22388-be47-4628-833b-719cd712f4ef

- receipt_id: observation-e7f22388-be47-4628-833b-719cd712f4ef
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: ChatGPT
- observed_at: 2026-07-14T08:03:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Trakwell; Cindermark
- cited_urls: https://asterforge.example/core/9; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ec8b7d77-1fe9-4de8-8462-4e1cc7693b27

- receipt_id: observation-ec8b7d77-1fe9-4de8-8462-4e1cc7693b27
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 1
- question_text: What is field service management software?
- engine: ChatGPT
- observed_at: 2026-07-14T09:07:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: 
- cited_urls: https://northvalefsm.example/core/1; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7a305d05-5d5d-459e-8528-d943a2aa6d91

- receipt_id: observation-7a305d05-5d5d-459e-8528-d943a2aa6d91
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 1
- question_text: What is field service management software?
- engine: Claude
- observed_at: 2026-07-14T09:07:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://servicetechforum.example/core/1; https://operationsweekly.example/core/1; https://asterforge.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a57a99cd-b6e9-4287-8ee7-2fcf34f18a94

- receipt_id: observation-a57a99cd-b6e9-4287-8ee7-2fcf34f18a94
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Overviews
- observed_at: 2026-07-14T09:07:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f439a125-be87-4147-80ad-47ed8ea5f332

- receipt_id: observation-f439a125-be87-4147-80ad-47ed8ea5f332
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 1
- question_text: What is field service management software?
- engine: Perplexity
- observed_at: 2026-07-14T09:07:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicebuyersguide.example/core/1; https://operationsweekly.example/core/1; https://trakwell.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-91fb2dc5-b43a-4cdc-8507-fa9958949e50

- receipt_id: observation-91fb2dc5-b43a-4cdc-8507-fa9958949e50
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: ChatGPT
- observed_at: 2026-07-14T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://softwarecompare.example/core/2; https://cindermark.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6be14d36-5eb7-483d-8ef0-5adba38929bb

- receipt_id: observation-6be14d36-5eb7-483d-8ef0-5adba38929bb
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Claude
- observed_at: 2026-07-14T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Orbit Field
- cited_urls: https://servicebuyersguide.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e1c128a2-e539-4109-8c56-f5791551ac0d

- receipt_id: observation-e1c128a2-e539-4109-8c56-f5791551ac0d
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Mode
- observed_at: 2026-07-14T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://fieldservicereview.example/core/2; https://servicetechforum.example/core/2; https://veranofsm.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-69c31315-1de3-4516-8415-93c47b942fc4

- receipt_id: observation-69c31315-1de3-4516-8415-93c47b942fc4
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Overviews
- observed_at: 2026-07-14T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field; Cindermark
- cited_urls: https://servicebuyersguide.example/core/2; https://orbitfield.example/core/2; https://veranofsm.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7fa46369-0886-4425-87e6-898b80bda2a3

- receipt_id: observation-7fa46369-0886-4425-87e6-898b80bda2a3
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Perplexity
- observed_at: 2026-07-14T10:14:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Orbit Field; Cindermark
- cited_urls: https://fieldservicereview.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-fcdbd3d6-d814-4059-871c-244993f9cb13

- receipt_id: observation-fcdbd3d6-d814-4059-871c-244993f9cb13
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Claude
- observed_at: 2026-07-14T11:21:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://northvalefsm.example/core/3; https://operationsweekly.example/core/3; https://asterforge.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-60a34f87-59d4-4ece-8b86-f94c3b35cf2c

- receipt_id: observation-60a34f87-59d4-4ece-8b86-f94c3b35cf2c
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Mode
- observed_at: 2026-07-14T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://softwarecompare.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-35e644d8-e1a4-4c6c-8dc5-e907e9d481bf

- receipt_id: observation-35e644d8-e1a4-4c6c-8dc5-e907e9d481bf
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Perplexity
- observed_at: 2026-07-14T11:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://softwarecompare.example/core/3; https://hvacoperations.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-e5ec0295-2479-4da2-8cac-8e3e9e53c180

- receipt_id: observation-e5ec0295-2479-4da2-8cac-8e3e9e53c180
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 4
- question_text: What features should field service management software include?
- engine: Claude
- observed_at: 2026-07-14T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://trakwell.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-dc1efc98-c4e3-45ed-880d-7fe0e17a4986

- receipt_id: observation-dc1efc98-c4e3-45ed-880d-7fe0e17a4986
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Mode
- observed_at: 2026-07-14T12:28:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://orbitfield.example/core/4; https://servicebuyersguide.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-75af89ab-ca82-4045-8767-50b02da2524b

- receipt_id: observation-75af89ab-ca82-4045-8767-50b02da2524b
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: ChatGPT
- observed_at: 2026-07-14T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://operationsweekly.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9afe6e53-281b-40eb-80d5-3f4352d323df

- receipt_id: observation-9afe6e53-281b-40eb-80d5-3f4352d323df
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Claude
- observed_at: 2026-07-14T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://trakwell.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-cb43b761-317e-4c0a-8b5e-5cc350849461

- receipt_id: observation-cb43b761-317e-4c0a-8b5e-5cc350849461
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Mode
- observed_at: 2026-07-14T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://servicebuyersguide.example/core/6; https://fieldservicereview.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-512c5766-dcd3-49e1-8983-9d41dd8a582b

- receipt_id: observation-512c5766-dcd3-49e1-8983-9d41dd8a582b
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Perplexity
- observed_at: 2026-07-14T14:42:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://northvalefsm.example/core/6; https://cindermark.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0a4b4a9f-3bea-4254-8ae0-2c5efc9485eb

- receipt_id: observation-0a4b4a9f-3bea-4254-8ae0-2c5efc9485eb
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: ChatGPT
- observed_at: 2026-07-14T15:49:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://northvalefsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6bf1f756-2528-4813-8208-f24b2500f342

- receipt_id: observation-6bf1f756-2528-4813-8208-f24b2500f342
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Mode
- observed_at: 2026-07-14T15:49:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Trakwell
- cited_urls: https://servicetechforum.example/core/7; https://orbitfield.example/core/7; https://kalvenor.example/resources/first-time-fix
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3d8a8889-6289-47bf-8c71-755adba6673b

- receipt_id: observation-3d8a8889-6289-47bf-8c71-755adba6673b
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: ChatGPT
- observed_at: 2026-07-14T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://softwarecompare.example/core/8; https://orbitfield.example/core/8; https://hvacoperations.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-80316099-cad7-44a2-8dca-7704d253290f

- receipt_id: observation-80316099-cad7-44a2-8dca-7704d253290f
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Claude
- observed_at: 2026-07-14T16:56:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Trakwell
- cited_urls: https://hvacoperations.example/core/8; https://servicebuyersguide.example/core/8; https://fieldservicereview.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a7caa195-ffa7-49ce-832d-564a42914440

- receipt_id: observation-a7caa195-ffa7-49ce-832d-564a42914440
- run_id: baseline-kalvenor-v11
- pass_id: run-4
- pass_kind: adaptive
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Perplexity
- observed_at: 2026-07-14T16:56:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Asterforge; Verano FSM
- cited_urls: https://veranofsm.example/core/8; https://asterforge.example/core/8; https://kalvenor.example/platform/dispatch
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7c6bf283-c232-4d02-87c3-a14b6ad7ad02

- receipt_id: observation-7c6bf283-c232-4d02-87c3-a14b6ad7ad02
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: ChatGPT
- observed_at: 2026-08-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://northvalefsm.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-502edd0e-7a81-4749-8fa1-0fa3d26ba4da

- receipt_id: observation-502edd0e-7a81-4749-8fa1-0fa3d26ba4da
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Claude
- observed_at: 2026-08-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://trakwell.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5a446d5c-9a5d-4462-8c1b-4453f37a94d4

- receipt_id: observation-5a446d5c-9a5d-4462-8c1b-4453f37a94d4
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Mode
- observed_at: 2026-08-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Trakwell
- cited_urls: https://servicebuyersguide.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6ff4b0f3-2983-4a76-8c7b-9c00e45cb981

- receipt_id: observation-6ff4b0f3-2983-4a76-8c7b-9c00e45cb981
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Google AI Overviews
- observed_at: 2026-08-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://veranofsm.example/core/8; https://northvalefsm.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-393a7f9f-8a7b-4fe0-82c1-5f82e553b59f

- receipt_id: observation-393a7f9f-8a7b-4fe0-82c1-5f82e553b59f
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 8
- question_text: Which field service management systems keep working offline in the field?
- engine: Perplexity
- observed_at: 2026-08-12T09:24:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://softwarecompare.example/core/8
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a05d6116-3c4f-4c57-8f4e-dfa370f6a5b6

- receipt_id: observation-a05d6116-3c4f-4c57-8f4e-dfa370f6a5b6
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: ChatGPT
- observed_at: 2026-08-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://trakwell.example/core/1; https://fieldservicereview.example/core/1; https://softwarecompare.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9fa3e27e-d450-49ee-8ecf-43dd0760161d

- receipt_id: observation-9fa3e27e-d450-49ee-8ecf-43dd0760161d
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Claude
- observed_at: 2026-08-12T10:03:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://servicetechforum.example/core/1; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-773f529b-2af3-4f33-86e0-8757af6aea62

- receipt_id: observation-773f529b-2af3-4f33-86e0-8757af6aea62
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Mode
- observed_at: 2026-08-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://servicebuyersguide.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-89f2a5aa-fd1f-491b-8c0d-5ac4f023729d

- receipt_id: observation-89f2a5aa-fd1f-491b-8c0d-5ac4f023729d
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Google AI Overviews
- observed_at: 2026-08-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Orbit Field
- cited_urls: https://trakwell.example/core/1; https://servicebuyersguide.example/core/1; https://fieldservicereview.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-28d34016-2a4e-45ad-8fe6-816b56a01991

- receipt_id: observation-28d34016-2a4e-45ad-8fe6-816b56a01991
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 1
- question_text: What is field service management software?
- engine: Perplexity
- observed_at: 2026-08-12T10:03:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://servicetechforum.example/core/1; https://softwarecompare.example/core/1
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6ecd9395-96ea-432e-82a8-7231f2efd808

- receipt_id: observation-6ecd9395-96ea-432e-82a8-7231f2efd808
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: ChatGPT
- observed_at: 2026-08-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Cindermark
- cited_urls: https://fieldservicereview.example/core/9; https://orbitfield.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b252073e-38c5-479c-8642-991d72849156

- receipt_id: observation-b252073e-38c5-479c-8642-991d72849156
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Claude
- observed_at: 2026-08-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://softwarecompare.example/core/9; https://northvalefsm.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-438247ea-5dc5-427c-8e60-9b354d3a2a56

- receipt_id: observation-438247ea-5dc5-427c-8e60-9b354d3a2a56
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Mode
- observed_at: 2026-08-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://veranofsm.example/core/9; https://northvalefsm.example/core/9; https://servicebuyersguide.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-3cd71d03-e763-42d4-80a4-cdd035e59ee8

- receipt_id: observation-3cd71d03-e763-42d4-80a4-cdd035e59ee8
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Google AI Overviews
- observed_at: 2026-08-12T10:27:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Asterforge
- cited_urls: https://orbitfield.example/core/9; https://asterforge.example/core/9; https://kalvenor.example/platform/mobile-offline
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6b227d98-0630-45a4-831b-e6b167988b76

- receipt_id: observation-6b227d98-0630-45a4-831b-e6b167988b76
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 9
- question_text: What software is used to manage a mobile service workforce?
- engine: Perplexity
- observed_at: 2026-08-12T10:27:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge
- cited_urls: https://softwarecompare.example/core/9; https://trakwell.example/core/9
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-54c688fa-4779-4b52-832a-1327af486bcb

- receipt_id: observation-54c688fa-4779-4b52-832a-1327af486bcb
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: ChatGPT
- observed_at: 2026-08-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Cindermark
- cited_urls: https://veranofsm.example/core/2; https://fieldservicereview.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-ea142515-7830-4e61-885f-2b578043f541

- receipt_id: observation-ea142515-7830-4e61-885f-2b578043f541
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Claude
- observed_at: 2026-08-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Cindermark
- cited_urls: https://servicebuyersguide.example/core/2; https://servicetechforum.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-1d02d634-20bb-4672-8e96-7a224290cc4e

- receipt_id: observation-1d02d634-20bb-4672-8e96-7a224290cc4e
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Mode
- observed_at: 2026-08-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicebuyersguide.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-0e0d6171-c66f-44f3-8c6b-2e8f64aba22b

- receipt_id: observation-0e0d6171-c66f-44f3-8c6b-2e8f64aba22b
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Google AI Overviews
- observed_at: 2026-08-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Cindermark
- cited_urls: https://asterforge.example/core/2; https://veranofsm.example/core/2; https://servicetechforum.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-03533c70-2a33-4f38-8c30-c46583b7c9b1

- receipt_id: observation-03533c70-2a33-4f38-8c30-c46583b7c9b1
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 2
- question_text: Which software helps a company schedule and dispatch field technicians?
- engine: Perplexity
- observed_at: 2026-08-12T11:06:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/2
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b3dca1bc-1dc3-43fb-87a9-c3e512c45f8c

- receipt_id: observation-b3dca1bc-1dc3-43fb-87a9-c3e512c45f8c
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: ChatGPT
- observed_at: 2026-08-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM; Trakwell; Orbit Field
- cited_urls: https://asterforge.example/core/10; https://veranofsm.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-283c98f9-bfb0-4b91-84d3-ea82c0a4ee54

- receipt_id: observation-283c98f9-bfb0-4b91-84d3-ea82c0a4ee54
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Claude
- observed_at: 2026-08-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Orbit Field
- cited_urls: https://fieldservicereview.example/core/10; https://cindermark.example/core/10; https://veranofsm.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9b9022e2-518f-430e-81a8-94ac9a7c56a3

- receipt_id: observation-9b9022e2-518f-430e-81a8-94ac9a7c56a3
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Mode
- observed_at: 2026-08-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Trakwell; Orbit Field
- cited_urls: https://softwarecompare.example/core/10; https://hvacoperations.example/core/10; https://asterforge.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-80084ba2-892d-4df0-8823-0bfce4548427

- receipt_id: observation-80084ba2-892d-4df0-8823-0bfce4548427
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Google AI Overviews
- observed_at: 2026-08-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://operationsweekly.example/core/10; https://orbitfield.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-00856dc0-495d-42fe-810b-2159279d6d22

- receipt_id: observation-00856dc0-495d-42fe-810b-2159279d6d22
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 10
- question_text: Which platforms combine scheduling, invoicing and inventory for service teams?
- engine: Perplexity
- observed_at: 2026-08-12T11:30:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://asterforge.example/core/10; https://softwarecompare.example/core/10; https://veranofsm.example/core/10
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-bda379a5-3ca1-43a5-825d-2d6ba2572ac1

- receipt_id: observation-bda379a5-3ca1-43a5-825d-2d6ba2572ac1
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: ChatGPT
- observed_at: 2026-08-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://servicebuyersguide.example/core/3; https://operationsweekly.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2d23ec8b-d35f-46da-80bd-78c7e683ebb5

- receipt_id: observation-2d23ec8b-d35f-46da-80bd-78c7e683ebb5
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Claude
- observed_at: 2026-08-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicebuyersguide.example/core/3; https://hvacoperations.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-78fe2964-f356-446f-810c-9b7cbb671f74

- receipt_id: observation-78fe2964-f356-446f-810c-9b7cbb671f74
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Mode
- observed_at: 2026-08-12T12:09:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7e9d6d1f-6386-4647-8c9c-74f67709a9d4

- receipt_id: observation-7e9d6d1f-6386-4647-8c9c-74f67709a9d4
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Google AI Overviews
- observed_at: 2026-08-12T12:09:00.000Z
- named: yes
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicebuyersguide.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-36aad418-2a90-40a0-86e5-3d5815082e0d

- receipt_id: observation-36aad418-2a90-40a0-86e5-3d5815082e0d
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 3
- question_text: What are the strongest field service management platforms for a mid sized service business?
- engine: Perplexity
- observed_at: 2026-08-12T12:09:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://fieldservicereview.example/core/3
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6d0a9029-a320-47d0-8d60-60bff81e2faf

- receipt_id: observation-6d0a9029-a320-47d0-8d60-60bff81e2faf
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: ChatGPT
- observed_at: 2026-08-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://asterforge.example/core/4; https://fieldservicereview.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-b5a3e9e5-cdaa-4b80-89f3-df2d11174d2a

- receipt_id: observation-b5a3e9e5-cdaa-4b80-89f3-df2d11174d2a
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Claude
- observed_at: 2026-08-12T13:12:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-aa0271c2-74c3-4ea8-85a3-4eae02e06615

- receipt_id: observation-aa0271c2-74c3-4ea8-85a3-4eae02e06615
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Mode
- observed_at: 2026-08-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell; Orbit Field
- cited_urls: https://servicetechforum.example/core/4; https://trakwell.example/core/4; https://fieldservicereview.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7dce92aa-2c15-4a23-81ca-004d86db2802

- receipt_id: observation-7dce92aa-2c15-4a23-81ca-004d86db2802
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Google AI Overviews
- observed_at: 2026-08-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://servicebuyersguide.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-719df445-f5a2-46e9-8f21-8c1d8e02523b

- receipt_id: observation-719df445-f5a2-46e9-8f21-8c1d8e02523b
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 4
- question_text: What features should field service management software include?
- engine: Perplexity
- observed_at: 2026-08-12T13:12:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://operationsweekly.example/core/4; https://asterforge.example/core/4
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-a11c6949-889e-4fea-88cf-cb9c7af5216b

- receipt_id: observation-a11c6949-889e-4fea-88cf-cb9c7af5216b
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: ChatGPT
- observed_at: 2026-08-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM; Cindermark
- cited_urls: https://asterforge.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5db6cc2b-39af-4916-8961-d863aaa4b692

- receipt_id: observation-5db6cc2b-39af-4916-8961-d863aaa4b692
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Claude
- observed_at: 2026-08-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge; Verano FSM
- cited_urls: https://softwarecompare.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-101286fb-ddef-45d3-8531-609c51dc1b21

- receipt_id: observation-101286fb-ddef-45d3-8531-609c51dc1b21
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Mode
- observed_at: 2026-08-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-7740a013-c234-4f6e-893f-42cf4d88d911

- receipt_id: observation-7740a013-c234-4f6e-893f-42cf4d88d911
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Google AI Overviews
- observed_at: 2026-08-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Asterforge; Cindermark
- cited_urls: https://fieldservicereview.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8e368d6a-63bb-484e-856d-e19b5409bb1d

- receipt_id: observation-8e368d6a-63bb-484e-856d-e19b5409bb1d
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 5
- question_text: How does field service management software differ from general work order software?
- engine: Perplexity
- observed_at: 2026-08-12T14:15:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://fieldservicereview.example/core/5
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-9eaa311b-5159-4515-862e-c2cdba902940

- receipt_id: observation-9eaa311b-5159-4515-862e-c2cdba902940
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: ChatGPT
- observed_at: 2026-08-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Verano FSM
- cited_urls: https://softwarecompare.example/core/6; https://trakwell.example/core/6; https://cindermark.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-888f26d0-8b74-4336-8a17-9a23b26cc9d6

- receipt_id: observation-888f26d0-8b74-4336-8a17-9a23b26cc9d6
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Claude
- observed_at: 2026-08-12T15:18:00.000Z
- named: yes
- own_domain_cited: yes
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://northvalefsm.example/core/6; https://operationsweekly.example/core/6; https://kalvenor.example/pricing
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-f91bcb7d-9207-44dd-8ccf-0747a85408ab

- receipt_id: observation-f91bcb7d-9207-44dd-8ccf-0747a85408ab
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Mode
- observed_at: 2026-08-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://operationsweekly.example/core/6; https://hvacoperations.example/core/6; https://fieldservicereview.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > Buyers asking "Which field service platforms handle recurring maintenance contracts?" 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.


### Receipt observation-2fb9d0aa-72b6-41ed-811e-d1d66acec5e8

- receipt_id: observation-2fb9d0aa-72b6-41ed-811e-d1d66acec5e8
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Google AI Overviews
- observed_at: 2026-08-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Asterforge
- cited_urls: https://servicetechforum.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-6688e0d8-5435-4776-8290-1a65ba2006c0

- receipt_id: observation-6688e0d8-5435-4776-8290-1a65ba2006c0
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 6
- question_text: Which field service platforms handle recurring maintenance contracts?
- engine: Perplexity
- observed_at: 2026-08-12T15:18:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://cindermark.example/core/6; https://veranofsm.example/core/6; https://servicetechforum.example/core/6
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-c18b48c1-b088-42ca-869b-a8d52f7a558e

- receipt_id: observation-c18b48c1-b088-42ca-869b-a8d52f7a558e
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: ChatGPT
- observed_at: 2026-08-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM
- cited_urls: https://orbitfield.example/core/7; https://servicetechforum.example/core/7; https://trakwell.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-2ffb15f6-f571-466c-8dbf-2b396d29f467

- receipt_id: observation-2ffb15f6-f571-466c-8dbf-2b396d29f467
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Claude
- observed_at: 2026-08-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://veranofsm.example/core/7; https://asterforge.example/core/7; https://cindermark.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-38545839-9f5a-4e94-807e-65d754e7f863

- receipt_id: observation-38545839-9f5a-4e94-807e-65d754e7f863
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Mode
- observed_at: 2026-08-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: 
- cited_urls: https://trakwell.example/core/7; https://asterforge.example/core/7; https://veranofsm.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-5019019a-c5ad-4ab6-8574-e966d8e76b33

- receipt_id: observation-5019019a-c5ad-4ab6-8574-e966d8e76b33
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Google AI Overviews
- observed_at: 2026-08-12T16:21:00.000Z
- named: no
- own_domain_cited: no
- competitors_found: Northvale FSM; Trakwell
- cited_urls: https://servicetechforum.example/core/7
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


### Receipt observation-8a091d64-b342-4d5e-808f-99997546aa52

- receipt_id: observation-8a091d64-b342-4d5e-808f-99997546aa52
- run_id: kalvenor-monitor
- pass_id: 2026-08
- pass_kind: monitor
- question_id: 7
- question_text: What software tracks technician time and the parts used on a job?
- engine: Perplexity
- observed_at: 2026-08-12T16:21:00.000Z
- named: yes
- own_domain_cited: yes
- 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
- excluded: no
- exclusion_reason: 
- answer_text (the engine's words):

  > 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.


## Sources

One row for each page cited in a scored scheduled answer. A page is included when a scored scheduled answer inside the chosen dates cited it.

Sources: 405 of 405 rows, limit 2,000 per file. Dates in this section: 2026-05-12T09:24:00.000Z to 2026-08-12T16:21:00.000Z.

### Fields

- `url` (url): The cited page.
- `domain` (text): The host of the cited page.
- `own_domain` (boolean): Whether the page is on your own domain.
- `times_cited` (integer): Scored scheduled answers that cited the page.
- `engines` (list): The engines that cited the page.
- `question_ids` (list): The questions whose answers cited the page.
- `answers_naming_you` (integer): Of those answers, the ones that also named your company.
- `first_cited_at` (date-time): The first answer that cited the page.
- `last_cited_at` (date-time): The last answer that cited the page.
- `queue_status` (text): not_started, pitched, placed or declined, from your source queue.
- `you_appear` (text): yes, no or not_checked, from your source queue.
- `owner` (text): The owner recorded in your source queue.
- `contact_route` (text): The contact route recorded in your source queue.
- `notes` (text): Your notes from the source queue.

| url | domain | own_domain | times_cited | engines | question_ids | answers_naming_you | first_cited_at | last_cited_at | queue_status | you_appear | owner | contact_route | notes |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| https://kalvenor.example/resources/first-time-fix | kalvenor.example | yes | 23 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 3; 7; 11; 15; 19; 31 | 23 | 2026-07-08T09:13:00.000Z | 2026-08-12T16:21:00.000Z | not_started | yes |  |  |  |
| https://kalvenor.example/platform/mobile-offline | kalvenor.example | yes | 20 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 1; 9; 13; 17; 21; 33 | 20 | 2026-07-08T08:03:00.000Z | 2026-08-12T10:27:00.000Z | not_started | yes |  |  |  |
| https://kalvenor.example/pricing | kalvenor.example | yes | 16 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 2; 6; 22; 26; 30 | 16 | 2026-07-08T11:30:00.000Z | 2026-08-12T15:18:00.000Z | not_started | yes |  |  |  |
| https://kalvenor.example/platform/dispatch | kalvenor.example | yes | 13 | ChatGPT; Claude; Perplexity; Google AI Mode | 4; 8; 24; 28 | 13 | 2026-07-08T09:16:00.000Z | 2026-08-12T13:12:00.000Z | not_started | yes |  |  |  |
| https://trakwell.example/core/1 | trakwell.example | no | 12 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 1 | 3 | 2026-05-12T10:03:00.000Z | 2026-08-12T10:03:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/3 | asterforge.example | no | 11 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 3 | 5 | 2026-05-12T12:09:00.000Z | 2026-07-12T11:21:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/7 | veranofsm.example | no | 11 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 7 | 3 | 2026-05-12T16:21:00.000Z | 2026-08-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/6 | cindermark.example | no | 10 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 6 | 3 | 2026-05-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/core/6 | trakwell.example | no | 10 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 6 | 3 | 2026-05-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | declined | no |  |  | A competitor's own page. Not a placement target. |
| https://servicetechforum.example/core/1 | servicetechforum.example | no | 9 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 1 | 4 | 2026-05-12T10:03:00.000Z | 2026-08-12T10:03:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/10 | servicetechforum.example | no | 9 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 10 | 1 | 2026-06-12T11:30:00.000Z | 2026-07-12T09:10:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/evaluation/33 | servicetechforum.example | no | 9 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 33 | 4 | 2026-07-08T14:51:00.000Z | 2026-07-12T14:51:00.000Z | placed | yes | PR lead (sample) | Community guidelines page, moderator contact form (sample) | Answer posted in the evaluation thread. Recheck at the next monthly run. |
| https://softwarecompare.example/core/7 | softwarecompare.example | no | 9 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 7 | 4 | 2026-05-12T16:21:00.000Z | 2026-08-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/5 | asterforge.example | no | 8 | ChatGPT; Google AI Overviews; Google AI Mode | 5 | 1 | 2026-05-12T14:15:00.000Z | 2026-08-12T14:15:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/6 | asterforge.example | no | 8 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 6 | 2 | 2026-05-12T15:18:00.000Z | 2026-07-10T14:42:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/4 | cindermark.example | no | 8 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 4 | 4 | 2026-05-12T13:12:00.000Z | 2026-08-12T13:12:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/1 | fieldservicereview.example | no | 8 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 1 | 2 | 2026-05-12T10:03:00.000Z | 2026-08-12T10:03:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/5 | hvacoperations.example | no | 8 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 5 | 1 | 2026-05-12T14:15:00.000Z | 2026-07-12T13:35:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/9 | northvalefsm.example | no | 8 | ChatGPT; Claude; Perplexity; Google AI Mode | 9 | 2 | 2026-05-12T10:27:00.000Z | 2026-08-12T10:27:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/9 | servicebuyersguide.example | no | 8 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 9 | 4 | 2026-05-12T10:27:00.000Z | 2026-08-12T10:27:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/9 | servicetechforum.example | no | 8 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 9 | 3 | 2026-05-12T10:27:00.000Z | 2026-07-10T08:03:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/core/7 | trakwell.example | no | 8 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 7 | 2 | 2026-05-12T16:21:00.000Z | 2026-08-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/4 | asterforge.example | no | 7 | ChatGPT; Claude; Perplexity; Google AI Mode | 4 | 3 | 2026-05-12T13:12:00.000Z | 2026-08-12T13:12:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/2 | cindermark.example | no | 7 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 2 | 3 | 2026-05-12T11:06:00.000Z | 2026-07-12T10:14:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/8 | cindermark.example | no | 7 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 8 | 2 | 2026-05-12T09:24:00.000Z | 2026-07-08T16:56:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/2 | fieldservicereview.example | no | 7 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 2 | 2 | 2026-05-12T11:06:00.000Z | 2026-08-12T11:06:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/10 | hvacoperations.example | no | 7 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 10 | 1 | 2026-05-12T11:30:00.000Z | 2026-08-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/30 | hvacoperations.example | no | 7 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 30 | 3 | 2026-07-08T11:30:00.000Z | 2026-07-12T11:30:00.000Z | pitched | not_checked | PR lead (sample) | Editorial submissions form (sample) | Pitched a field note on first time fix. |
| https://northvalefsm.example/core/8 | northvalefsm.example | no | 7 | ChatGPT; Claude; Perplexity; Google AI Overviews | 8 | 1 | 2026-05-12T09:24:00.000Z | 2026-08-12T09:24:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/6 | operationsweekly.example | no | 7 | Claude; Perplexity; Google AI Mode | 6 | 3 | 2026-05-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/1 | orbitfield.example | no | 7 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 1 | 1 | 2026-05-12T10:03:00.000Z | 2026-07-10T09:07:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/3 | orbitfield.example | no | 7 | Claude; Perplexity; Google AI Mode | 3 | 4 | 2026-05-12T12:09:00.000Z | 2026-07-12T11:21:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/9 | orbitfield.example | no | 7 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 9 | 4 | 2026-05-12T10:27:00.000Z | 2026-08-12T10:27:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/2 | servicebuyersguide.example | no | 7 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 2 | 1 | 2026-05-12T11:06:00.000Z | 2026-08-12T11:06:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/17 | softwarecompare.example | no | 7 | ChatGPT; Claude; Perplexity; Google AI Overviews | 17 | 4 | 2026-07-08T16:59:00.000Z | 2026-07-12T16:59:00.000Z | declined | no | Product marketing (sample) | Vendor listing request (sample) | The site lists vendors on its own schedule. Revisit next quarter. |
| https://trakwell.example/core/4 | trakwell.example | no | 7 | Claude; Perplexity; Google AI Mode | 4 | 1 | 2026-05-12T13:12:00.000Z | 2026-08-12T13:12:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/core/8 | trakwell.example | no | 7 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 8 | 1 | 2026-06-12T09:24:00.000Z | 2026-08-12T09:24:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/12 | veranofsm.example | no | 7 | ChatGPT; Perplexity; Google AI Overviews | 12 | 0 | 2026-07-08T11:24:00.000Z | 2026-07-12T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/20 | veranofsm.example | no | 7 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-12T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/10 | asterforge.example | no | 6 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 10 | 0 | 2026-07-08T09:10:00.000Z | 2026-08-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/9 | asterforge.example | no | 6 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 9 | 3 | 2026-05-12T10:27:00.000Z | 2026-08-12T10:27:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/14 | asterforge.example | no | 6 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 14 | 0 | 2026-07-08T13:38:00.000Z | 2026-07-12T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/3 | fieldservicereview.example | no | 6 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 3 | 1 | 2026-06-12T12:09:00.000Z | 2026-08-12T12:09:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/4 | fieldservicereview.example | no | 6 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 4 | 2 | 2026-07-08T12:28:00.000Z | 2026-08-12T13:12:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/6 | fieldservicereview.example | no | 6 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 6 | 3 | 2026-05-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/8 | hvacoperations.example | no | 6 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 8 | 1 | 2026-06-12T09:24:00.000Z | 2026-07-12T16:56:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/24 | hvacoperations.example | no | 6 | ChatGPT; Claude; Perplexity; Google AI Overviews | 24 | 2 | 2026-07-08T14:48:00.000Z | 2026-07-12T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/7 | northvalefsm.example | no | 6 | ChatGPT; Claude; Perplexity; Google AI Mode | 7 | 3 | 2026-05-12T16:21:00.000Z | 2026-07-12T15:49:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/27 | orbitfield.example | no | 6 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 27 | 0 | 2026-07-08T08:09:00.000Z | 2026-07-12T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/1 | servicebuyersguide.example | no | 6 | Perplexity; Google AI Overviews; Google AI Mode | 1 | 0 | 2026-05-12T10:03:00.000Z | 2026-08-12T10:03:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/3 | servicebuyersguide.example | no | 6 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 3 | 1 | 2026-05-12T12:09:00.000Z | 2026-08-12T12:09:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/evaluation/33 | servicebuyersguide.example | no | 6 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 33 | 2 | 2026-07-08T14:51:00.000Z | 2026-07-12T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/4 | servicetechforum.example | no | 6 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 4 | 2 | 2026-06-12T13:12:00.000Z | 2026-08-12T13:12:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/7 | servicetechforum.example | no | 6 | ChatGPT; Google AI Overviews; Google AI Mode | 7 | 2 | 2026-05-12T16:21:00.000Z | 2026-08-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/10 | softwarecompare.example | no | 6 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 10 | 1 | 2026-05-12T11:30:00.000Z | 2026-08-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/30 | softwarecompare.example | no | 6 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 30 | 1 | 2026-07-08T11:30:00.000Z | 2026-07-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/core/2 | trakwell.example | no | 6 | ChatGPT; Perplexity; Google AI Mode | 2 | 0 | 2026-05-12T11:06:00.000Z | 2026-07-12T10:14:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/core/5 | trakwell.example | no | 6 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 5 | 0 | 2026-05-12T14:15:00.000Z | 2026-08-12T14:15:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/15 | veranofsm.example | no | 6 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 15 | 3 | 2026-07-08T14:45:00.000Z | 2026-07-12T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/2 | asterforge.example | no | 5 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 2 | 1 | 2026-06-12T11:06:00.000Z | 2026-08-12T11:06:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/7 | asterforge.example | no | 5 | Claude; Perplexity; Google AI Mode | 7 | 3 | 2026-07-08T15:49:00.000Z | 2026-08-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/27 | asterforge.example | no | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 27 | 0 | 2026-07-08T08:09:00.000Z | 2026-07-12T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/1 | cindermark.example | no | 5 | ChatGPT; Perplexity; Google AI Overviews | 1 | 1 | 2026-05-12T10:03:00.000Z | 2026-07-12T09:07:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/10 | cindermark.example | no | 5 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 10 | 1 | 2026-05-12T11:30:00.000Z | 2026-08-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/7 | cindermark.example | no | 5 | Claude; Perplexity; Google AI Overviews | 7 | 1 | 2026-05-12T16:21:00.000Z | 2026-08-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/evaluation/32 | cindermark.example | no | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/10 | fieldservicereview.example | no | 5 | Claude; Perplexity; Google AI Overviews | 10 | 1 | 2026-05-12T11:30:00.000Z | 2026-08-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/1 | hvacoperations.example | no | 5 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 1 | 1 | 2026-06-12T10:03:00.000Z | 2026-07-10T09:07:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/2 | hvacoperations.example | no | 5 | Claude; Google AI Overviews; Google AI Mode | 2 | 0 | 2026-06-12T11:06:00.000Z | 2026-07-12T10:14:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/3 | hvacoperations.example | no | 5 | Claude; Perplexity; Google AI Overviews | 3 | 3 | 2026-05-12T12:09:00.000Z | 2026-08-12T12:09:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/evaluation/35 | hvacoperations.example | no | 5 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 35 | 0 | 2026-07-10T16:05:00.000Z | 2026-07-12T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/10 | northvalefsm.example | no | 5 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 10 | 1 | 2026-06-12T11:30:00.000Z | 2026-07-12T09:10:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/4 | northvalefsm.example | no | 5 | ChatGPT; Google AI Overviews; Google AI Mode | 4 | 0 | 2026-05-12T13:12:00.000Z | 2026-07-12T12:28:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/11 | northvalefsm.example | no | 5 | Perplexity; Google AI Overviews; Google AI Mode | 11 | 3 | 2026-07-08T10:17:00.000Z | 2026-07-12T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/13 | northvalefsm.example | no | 5 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 13 | 2 | 2026-07-08T12:31:00.000Z | 2026-07-12T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/16 | northvalefsm.example | no | 5 | ChatGPT; Claude; Perplexity | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-10T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/19 | northvalefsm.example | no | 5 | Claude; Perplexity; Google AI Overviews | 19 | 5 | 2026-07-08T09:13:00.000Z | 2026-07-12T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/10 | orbitfield.example | no | 5 | Perplexity; Google AI Overviews; Google AI Mode | 10 | 0 | 2026-05-12T11:30:00.000Z | 2026-08-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/evaluation/34 | orbitfield.example | no | 5 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 34 | 0 | 2026-07-08T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/11 | orbitfield.example | no | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews | 11 | 4 | 2026-07-08T10:17:00.000Z | 2026-07-12T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/25 | servicebuyersguide.example | no | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-12T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/26 | servicebuyersguide.example | no | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 26 | 3 | 2026-07-08T16:02:00.000Z | 2026-07-12T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/2 | servicetechforum.example | no | 5 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 2 | 1 | 2026-05-12T11:06:00.000Z | 2026-08-12T11:06:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/5 | servicetechforum.example | no | 5 | Claude; Perplexity; Google AI Overviews | 5 | 0 | 2026-05-12T14:15:00.000Z | 2026-07-10T13:35:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/25 | servicetechforum.example | no | 5 | ChatGPT; Claude; Perplexity; Google AI Mode | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-12T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/6 | softwarecompare.example | no | 5 | ChatGPT; Perplexity; Google AI Overviews | 6 | 1 | 2026-05-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/8 | softwarecompare.example | no | 5 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 8 | 2 | 2026-05-12T09:24:00.000Z | 2026-08-12T09:24:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/evaluation/35 | softwarecompare.example | no | 5 | ChatGPT; Claude; Perplexity; Google AI Overviews; Google AI Mode | 35 | 0 | 2026-07-08T16:05:00.000Z | 2026-07-12T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/evaluation/31 | trakwell.example | no | 5 | Claude; Perplexity; Google AI Mode | 31 | 2 | 2026-07-08T12:37:00.000Z | 2026-07-12T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/10 | veranofsm.example | no | 5 | ChatGPT; Claude; Perplexity | 10 | 0 | 2026-06-12T11:30:00.000Z | 2026-08-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/2 | veranofsm.example | no | 5 | ChatGPT; Perplexity; Google AI Overviews | 2 | 1 | 2026-06-12T11:06:00.000Z | 2026-08-12T11:06:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/4 | veranofsm.example | no | 5 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 4 | 2 | 2026-05-12T13:12:00.000Z | 2026-07-12T12:28:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/evaluation/31 | veranofsm.example | no | 5 | Claude; Perplexity; Google AI Overviews | 31 | 1 | 2026-07-08T12:37:00.000Z | 2026-07-12T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/evaluation/34 | veranofsm.example | no | 5 | Claude; Perplexity; Google AI Mode | 34 | 0 | 2026-07-08T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/16 | veranofsm.example | no | 5 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-12T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/8 | asterforge.example | no | 4 | ChatGPT; Perplexity; Google AI Mode | 8 | 1 | 2026-05-12T09:24:00.000Z | 2026-07-12T16:56:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/evaluation/32 | asterforge.example | no | 4 | Perplexity; Google AI Mode | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/evaluation/35 | asterforge.example | no | 4 | Perplexity; Google AI Overviews; Google AI Mode | 35 | 0 | 2026-07-08T16:05:00.000Z | 2026-07-12T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/13 | cindermark.example | no | 4 | ChatGPT; Perplexity; Google AI Overviews; Google AI Mode | 13 | 1 | 2026-07-08T12:31:00.000Z | 2026-07-12T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/15 | cindermark.example | no | 4 | ChatGPT; Google AI Overviews; Google AI Mode | 15 | 2 | 2026-07-08T14:45:00.000Z | 2026-07-10T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/26 | cindermark.example | no | 4 | ChatGPT; Perplexity; Google AI Mode | 26 | 2 | 2026-07-10T16:02:00.000Z | 2026-07-12T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/29 | cindermark.example | no | 4 | ChatGPT; Claude; Perplexity | 29 | 0 | 2026-07-08T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/5 | fieldservicereview.example | no | 4 | Claude; Perplexity; Google AI Overviews | 5 | 1 | 2026-05-12T14:15:00.000Z | 2026-08-12T14:15:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/9 | fieldservicereview.example | no | 4 | ChatGPT; Perplexity; Google AI Mode | 9 | 0 | 2026-06-12T10:27:00.000Z | 2026-08-12T10:27:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/13 | fieldservicereview.example | no | 4 | ChatGPT; Perplexity; Google AI Overviews | 13 | 2 | 2026-07-10T12:31:00.000Z | 2026-07-12T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/6 | hvacoperations.example | no | 4 | Claude; Perplexity; Google AI Mode | 6 | 1 | 2026-05-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/9 | hvacoperations.example | no | 4 | Perplexity; Google AI Overviews; Google AI Mode | 9 | 2 | 2026-06-12T10:27:00.000Z | 2026-07-12T08:03:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/evaluation/32 | hvacoperations.example | no | 4 | Claude; Perplexity; Google AI Mode | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/12 | hvacoperations.example | no | 4 | Claude; Google AI Overviews; Google AI Mode | 12 | 0 | 2026-07-08T11:24:00.000Z | 2026-07-12T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/15 | hvacoperations.example | no | 4 | ChatGPT; Google AI Overviews; Google AI Mode | 15 | 2 | 2026-07-08T14:45:00.000Z | 2026-07-12T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/21 | hvacoperations.example | no | 4 | ChatGPT; Perplexity; Google AI Mode | 21 | 3 | 2026-07-08T11:27:00.000Z | 2026-07-12T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/22 | hvacoperations.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Mode | 22 | 2 | 2026-07-08T12:34:00.000Z | 2026-07-12T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/2 | northvalefsm.example | no | 4 | Claude; Google AI Mode | 2 | 2 | 2026-05-12T11:06:00.000Z | 2026-07-12T10:14:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/5 | northvalefsm.example | no | 4 | ChatGPT; Perplexity | 5 | 0 | 2026-05-12T14:15:00.000Z | 2026-07-12T13:35:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/6 | northvalefsm.example | no | 4 | Claude; Perplexity | 6 | 2 | 2026-07-08T14:42:00.000Z | 2026-08-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/evaluation/32 | northvalefsm.example | no | 4 | ChatGPT; Claude; Perplexity | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-10T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/18 | northvalefsm.example | no | 4 | Claude; Google AI Mode | 18 | 0 | 2026-07-08T08:06:00.000Z | 2026-07-12T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/3 | operationsweekly.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Mode | 3 | 3 | 2026-05-12T12:09:00.000Z | 2026-08-12T12:09:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/4 | operationsweekly.example | no | 4 | Claude; Perplexity; Google AI Overviews | 4 | 0 | 2026-07-10T12:28:00.000Z | 2026-08-12T13:12:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/5 | operationsweekly.example | no | 4 | ChatGPT; Claude; Google AI Mode | 5 | 1 | 2026-05-12T14:15:00.000Z | 2026-08-12T14:15:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/7 | operationsweekly.example | no | 4 | Perplexity; Google AI Mode | 7 | 2 | 2026-05-12T16:21:00.000Z | 2026-08-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/12 | operationsweekly.example | no | 4 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 12 | 0 | 2026-07-08T11:24:00.000Z | 2026-07-12T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/21 | operationsweekly.example | no | 4 | ChatGPT; Claude; Perplexity | 21 | 2 | 2026-07-08T11:27:00.000Z | 2026-07-12T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/7 | orbitfield.example | no | 4 | ChatGPT; Claude; Google AI Mode | 7 | 1 | 2026-06-12T16:21:00.000Z | 2026-08-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/evaluation/31 | orbitfield.example | no | 4 | ChatGPT; Perplexity; Google AI Overviews | 31 | 1 | 2026-07-08T12:37:00.000Z | 2026-07-10T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/22 | orbitfield.example | no | 4 | ChatGPT; Google AI Overviews | 22 | 2 | 2026-07-08T12:34:00.000Z | 2026-07-12T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/29 | orbitfield.example | no | 4 | ChatGPT; Perplexity; Google AI Mode | 29 | 0 | 2026-07-08T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/4 | servicebuyersguide.example | no | 4 | Claude; Perplexity; Google AI Overviews | 4 | 1 | 2026-05-12T13:12:00.000Z | 2026-08-12T13:12:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/6 | servicebuyersguide.example | no | 4 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 6 | 1 | 2026-06-12T15:18:00.000Z | 2026-07-12T14:42:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/7 | servicebuyersguide.example | no | 4 | ChatGPT; Claude; Perplexity | 7 | 2 | 2026-05-12T16:21:00.000Z | 2026-07-10T15:49:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/8 | servicebuyersguide.example | no | 4 | ChatGPT; Google AI Overviews; Google AI Mode | 8 | 1 | 2026-05-12T09:24:00.000Z | 2026-08-12T09:24:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/13 | servicebuyersguide.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews | 13 | 1 | 2026-07-08T12:31:00.000Z | 2026-07-12T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/27 | servicebuyersguide.example | no | 4 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 27 | 0 | 2026-07-10T08:09:00.000Z | 2026-07-12T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/evaluation/32 | servicetechforum.example | no | 4 | ChatGPT; Google AI Overviews; Google AI Mode | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-10T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/evaluation/34 | servicetechforum.example | no | 4 | Claude; Google AI Overviews; Google AI Mode | 34 | 0 | 2026-07-10T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/20 | servicetechforum.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Mode | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-10T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/23 | servicetechforum.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Mode | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-12T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/30 | servicetechforum.example | no | 4 | ChatGPT; Perplexity; Google AI Mode | 30 | 1 | 2026-07-10T11:30:00.000Z | 2026-07-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/1 | softwarecompare.example | no | 4 | ChatGPT; Perplexity; Google AI Mode | 1 | 1 | 2026-05-12T10:03:00.000Z | 2026-08-12T10:03:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/2 | softwarecompare.example | no | 4 | ChatGPT; Claude; Perplexity | 2 | 3 | 2026-06-12T11:06:00.000Z | 2026-07-12T10:14:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/4 | softwarecompare.example | no | 4 | ChatGPT; Claude; Google AI Overviews; Google AI Mode | 4 | 2 | 2026-07-08T12:28:00.000Z | 2026-07-12T12:28:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/9 | softwarecompare.example | no | 4 | Claude; Perplexity; Google AI Overviews | 9 | 0 | 2026-07-10T08:03:00.000Z | 2026-08-12T10:27:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/21 | softwarecompare.example | no | 4 | Claude; Google AI Overviews; Google AI Mode | 21 | 1 | 2026-07-08T11:27:00.000Z | 2026-07-12T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/22 | softwarecompare.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews | 22 | 2 | 2026-07-08T12:34:00.000Z | 2026-07-12T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/26 | softwarecompare.example | no | 4 | Claude; Google AI Overviews; Google AI Mode | 26 | 3 | 2026-07-08T16:02:00.000Z | 2026-07-12T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/core/9 | trakwell.example | no | 4 | ChatGPT; Claude; Perplexity | 9 | 1 | 2026-06-12T10:27:00.000Z | 2026-08-12T10:27:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/evaluation/34 | trakwell.example | no | 4 | ChatGPT; Claude; Google AI Overviews | 34 | 0 | 2026-07-08T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/12 | trakwell.example | no | 4 | ChatGPT; Perplexity; Google AI Overviews | 12 | 0 | 2026-07-10T11:24:00.000Z | 2026-07-12T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/1 | veranofsm.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Mode | 1 | 2 | 2026-05-12T10:03:00.000Z | 2026-07-12T09:07:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/3 | veranofsm.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Mode | 3 | 4 | 2026-05-12T12:09:00.000Z | 2026-07-12T11:21:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/5 | veranofsm.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews | 5 | 0 | 2026-05-12T14:15:00.000Z | 2026-07-12T13:35:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/6 | veranofsm.example | no | 4 | ChatGPT; Claude; Perplexity; Google AI Overviews | 6 | 1 | 2026-06-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/evaluation/35 | veranofsm.example | no | 4 | ChatGPT; Claude; Google AI Mode | 35 | 0 | 2026-07-08T16:05:00.000Z | 2026-07-12T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/14 | veranofsm.example | no | 4 | Claude; Perplexity; Google AI Overviews; Google AI Mode | 14 | 0 | 2026-07-08T13:38:00.000Z | 2026-07-12T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/21 | veranofsm.example | no | 4 | ChatGPT; Google AI Overviews; Google AI Mode | 21 | 1 | 2026-07-08T11:27:00.000Z | 2026-07-10T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/24 | veranofsm.example | no | 4 | ChatGPT; Claude; Perplexity | 24 | 3 | 2026-07-08T14:48:00.000Z | 2026-07-12T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/13 | asterforge.example | no | 3 | Claude; Perplexity; Google AI Mode | 13 | 0 | 2026-07-08T12:31:00.000Z | 2026-07-12T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/21 | asterforge.example | no | 3 | Perplexity; Google AI Overviews; Google AI Mode | 21 | 1 | 2026-07-08T11:27:00.000Z | 2026-07-12T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/24 | asterforge.example | no | 3 | Perplexity; Google AI Mode | 24 | 1 | 2026-07-08T14:48:00.000Z | 2026-07-12T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/25 | asterforge.example | no | 3 | Claude; Perplexity; Google AI Mode | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-08T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/26 | asterforge.example | no | 3 | Claude; Perplexity; Google AI Mode | 26 | 1 | 2026-07-08T16:02:00.000Z | 2026-07-10T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/28 | asterforge.example | no | 3 | ChatGPT; Claude; Perplexity | 28 | 1 | 2026-07-10T09:16:00.000Z | 2026-07-12T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/3 | cindermark.example | no | 3 | ChatGPT; Claude; Google AI Overviews | 3 | 1 | 2026-07-08T11:21:00.000Z | 2026-07-12T11:21:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/9 | cindermark.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 9 | 2 | 2026-07-08T08:03:00.000Z | 2026-07-10T08:03:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/14 | cindermark.example | no | 3 | ChatGPT; Google AI Overviews | 14 | 0 | 2026-07-08T13:38:00.000Z | 2026-07-12T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/18 | cindermark.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 18 | 0 | 2026-07-08T08:06:00.000Z | 2026-07-10T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/19 | cindermark.example | no | 3 | ChatGPT; Claude; Google AI Mode | 19 | 2 | 2026-07-08T09:13:00.000Z | 2026-07-10T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/20 | cindermark.example | no | 3 | Claude; Google AI Overviews | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-12T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/23 | cindermark.example | no | 3 | Claude; Perplexity; Google AI Mode | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-12T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/24 | cindermark.example | no | 3 | Claude; Perplexity; Google AI Overviews | 24 | 1 | 2026-07-10T14:48:00.000Z | 2026-07-12T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/8 | fieldservicereview.example | no | 3 | ChatGPT; Google AI Overviews; Google AI Mode | 8 | 0 | 2026-05-12T09:24:00.000Z | 2026-07-12T16:56:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/evaluation/31 | fieldservicereview.example | no | 3 | Claude; Perplexity | 31 | 1 | 2026-07-08T12:37:00.000Z | 2026-07-12T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/evaluation/32 | fieldservicereview.example | no | 3 | ChatGPT; Perplexity; Google AI Overviews | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/evaluation/35 | fieldservicereview.example | no | 3 | ChatGPT; Claude | 35 | 0 | 2026-07-08T16:05:00.000Z | 2026-07-10T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/11 | fieldservicereview.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 11 | 2 | 2026-07-10T10:17:00.000Z | 2026-07-12T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/12 | fieldservicereview.example | no | 3 | ChatGPT; Claude | 12 | 0 | 2026-07-08T11:24:00.000Z | 2026-07-12T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/19 | fieldservicereview.example | no | 3 | Google AI Overviews | 19 | 1 | 2026-07-08T09:13:00.000Z | 2026-07-12T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/20 | fieldservicereview.example | no | 3 | ChatGPT; Claude; Google AI Mode | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-12T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/21 | fieldservicereview.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 21 | 1 | 2026-07-08T11:27:00.000Z | 2026-07-10T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/25 | fieldservicereview.example | no | 3 | ChatGPT; Claude; Google AI Overviews | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-12T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/28 | fieldservicereview.example | no | 3 | Perplexity; Google AI Overviews | 28 | 0 | 2026-07-08T09:16:00.000Z | 2026-07-10T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/29 | fieldservicereview.example | no | 3 | Claude; Google AI Overviews; Google AI Mode | 29 | 0 | 2026-07-08T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/4 | hvacoperations.example | no | 3 | ChatGPT; Claude | 4 | 1 | 2026-06-12T13:12:00.000Z | 2026-07-08T12:28:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/evaluation/33 | hvacoperations.example | no | 3 | ChatGPT; Claude | 33 | 1 | 2026-07-08T14:51:00.000Z | 2026-07-12T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/evaluation/34 | hvacoperations.example | no | 3 | ChatGPT; Google AI Overviews | 34 | 0 | 2026-07-08T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/13 | hvacoperations.example | no | 3 | ChatGPT; Claude; Google AI Overviews | 13 | 2 | 2026-07-10T12:31:00.000Z | 2026-07-12T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/16 | hvacoperations.example | no | 3 | ChatGPT; Claude; Perplexity | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-12T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/17 | hvacoperations.example | no | 3 | Perplexity; Google AI Mode | 17 | 1 | 2026-07-08T16:59:00.000Z | 2026-07-10T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/18 | hvacoperations.example | no | 3 | Claude; Perplexity; Google AI Overviews | 18 | 0 | 2026-07-10T08:06:00.000Z | 2026-07-12T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/20 | hvacoperations.example | no | 3 | ChatGPT; Google AI Overviews; Google AI Mode | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-10T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/25 | hvacoperations.example | no | 3 | ChatGPT; Perplexity | 25 | 0 | 2026-07-10T15:55:00.000Z | 2026-07-12T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/29 | hvacoperations.example | no | 3 | Claude; Perplexity; Google AI Mode | 29 | 0 | 2026-07-08T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/evaluation/31 | northvalefsm.example | no | 3 | ChatGPT; Google AI Mode | 31 | 2 | 2026-07-10T12:37:00.000Z | 2026-07-12T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/evaluation/33 | northvalefsm.example | no | 3 | ChatGPT; Claude; Google AI Overviews | 33 | 1 | 2026-07-08T14:51:00.000Z | 2026-07-12T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/22 | northvalefsm.example | no | 3 | ChatGPT; Google AI Overviews | 22 | 3 | 2026-07-08T12:34:00.000Z | 2026-07-12T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/23 | northvalefsm.example | no | 3 | ChatGPT; Claude; Google AI Overviews | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-12T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/27 | northvalefsm.example | no | 3 | ChatGPT; Claude; Google AI Overviews | 27 | 0 | 2026-07-10T08:09:00.000Z | 2026-07-12T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/evaluation/31 | operationsweekly.example | no | 3 | Claude; Google AI Mode | 31 | 1 | 2026-07-08T12:37:00.000Z | 2026-07-10T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/evaluation/32 | operationsweekly.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/evaluation/34 | operationsweekly.example | no | 3 | Claude; Google AI Overviews; Google AI Mode | 34 | 0 | 2026-07-08T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/17 | operationsweekly.example | no | 3 | ChatGPT; Google AI Mode | 17 | 0 | 2026-07-08T16:59:00.000Z | 2026-07-12T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/18 | operationsweekly.example | no | 3 | Perplexity; Google AI Overviews; Google AI Mode | 18 | 0 | 2026-07-08T08:06:00.000Z | 2026-07-12T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/25 | operationsweekly.example | no | 3 | ChatGPT; Claude | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-12T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/30 | operationsweekly.example | no | 3 | ChatGPT; Claude | 30 | 1 | 2026-07-08T11:30:00.000Z | 2026-07-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/2 | orbitfield.example | no | 3 | Claude; Google AI Overviews | 2 | 1 | 2026-05-12T11:06:00.000Z | 2026-06-12T11:06:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/5 | orbitfield.example | no | 3 | Perplexity; Google AI Overviews; Google AI Mode | 5 | 0 | 2026-07-08T13:35:00.000Z | 2026-07-10T13:35:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/evaluation/35 | orbitfield.example | no | 3 | Claude; Google AI Overviews | 35 | 0 | 2026-07-10T16:05:00.000Z | 2026-07-12T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/12 | orbitfield.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 12 | 0 | 2026-07-08T11:24:00.000Z | 2026-07-12T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/14 | orbitfield.example | no | 3 | Google AI Overviews; Google AI Mode | 14 | 0 | 2026-07-10T13:38:00.000Z | 2026-07-12T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/16 | orbitfield.example | no | 3 | ChatGPT; Claude; Google AI Overviews | 16 | 0 | 2026-07-12T15:52:00.000Z | 2026-07-12T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/21 | orbitfield.example | no | 3 | Claude; Google AI Overviews | 21 | 0 | 2026-07-10T11:27:00.000Z | 2026-07-12T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/23 | orbitfield.example | no | 3 | Claude; Google AI Overviews | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-12T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/25 | orbitfield.example | no | 3 | Perplexity; Google AI Overviews | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-10T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/28 | orbitfield.example | no | 3 | ChatGPT; Claude; Google AI Mode | 28 | 3 | 2026-07-08T09:16:00.000Z | 2026-07-12T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/5 | servicebuyersguide.example | no | 3 | ChatGPT; Claude; Google AI Mode | 5 | 0 | 2026-07-08T13:35:00.000Z | 2026-07-12T13:35:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/11 | servicebuyersguide.example | no | 3 | Claude; Perplexity | 11 | 2 | 2026-07-08T10:17:00.000Z | 2026-07-12T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/12 | servicebuyersguide.example | no | 3 | ChatGPT; Claude; Perplexity | 12 | 0 | 2026-07-08T11:24:00.000Z | 2026-07-10T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/15 | servicebuyersguide.example | no | 3 | Claude; Perplexity; Google AI Overviews | 15 | 1 | 2026-07-10T14:45:00.000Z | 2026-07-12T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/16 | servicebuyersguide.example | no | 3 | Google AI Overviews; Google AI Mode | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-10T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/19 | servicebuyersguide.example | no | 3 | Claude; Perplexity; Google AI Mode | 19 | 2 | 2026-07-12T09:13:00.000Z | 2026-07-12T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/20 | servicebuyersguide.example | no | 3 | ChatGPT; Google AI Overviews; Google AI Mode | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-08T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/28 | servicebuyersguide.example | no | 3 | ChatGPT; Google AI Mode | 28 | 1 | 2026-07-08T09:16:00.000Z | 2026-07-12T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/29 | servicebuyersguide.example | no | 3 | ChatGPT; Google AI Mode | 29 | 0 | 2026-07-08T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/6 | servicetechforum.example | no | 3 | Perplexity; Google AI Overviews; Google AI Mode | 6 | 1 | 2026-05-12T15:18:00.000Z | 2026-08-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/8 | servicetechforum.example | no | 3 | Claude; Perplexity; Google AI Mode | 8 | 1 | 2026-05-12T09:24:00.000Z | 2026-07-10T16:56:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/evaluation/31 | servicetechforum.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 31 | 1 | 2026-07-08T12:37:00.000Z | 2026-07-08T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/11 | servicetechforum.example | no | 3 | ChatGPT; Perplexity; Google AI Overviews | 11 | 2 | 2026-07-08T10:17:00.000Z | 2026-07-10T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/12 | servicetechforum.example | no | 3 | Claude; Perplexity; Google AI Overviews | 12 | 0 | 2026-07-08T11:24:00.000Z | 2026-07-12T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/15 | servicetechforum.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 15 | 0 | 2026-07-10T14:45:00.000Z | 2026-07-10T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/16 | servicetechforum.example | no | 3 | Claude; Google AI Mode | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-12T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/19 | servicetechforum.example | no | 3 | ChatGPT; Claude; Google AI Mode | 19 | 0 | 2026-07-08T09:13:00.000Z | 2026-07-10T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/26 | servicetechforum.example | no | 3 | Perplexity; Google AI Mode | 26 | 1 | 2026-07-08T16:02:00.000Z | 2026-07-12T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/29 | servicetechforum.example | no | 3 | Google AI Overviews | 29 | 0 | 2026-07-08T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/3 | softwarecompare.example | no | 3 | ChatGPT; Google AI Overviews; Google AI Mode | 3 | 1 | 2026-05-12T12:09:00.000Z | 2026-08-12T12:09:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/core/5 | softwarecompare.example | no | 3 | Claude; Perplexity; Google AI Mode | 5 | 0 | 2026-06-12T14:15:00.000Z | 2026-08-12T14:15:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/evaluation/34 | softwarecompare.example | no | 3 | ChatGPT; Google AI Overviews | 34 | 0 | 2026-07-08T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/14 | softwarecompare.example | no | 3 | ChatGPT; Google AI Overviews; Google AI Mode | 14 | 0 | 2026-07-10T13:38:00.000Z | 2026-07-12T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/15 | softwarecompare.example | no | 3 | ChatGPT; Claude; Perplexity | 15 | 1 | 2026-07-08T14:45:00.000Z | 2026-07-10T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/23 | softwarecompare.example | no | 3 | ChatGPT; Claude; Perplexity | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-12T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/25 | softwarecompare.example | no | 3 | ChatGPT; Google AI Overviews | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-12T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/core/10 | trakwell.example | no | 3 | ChatGPT; Google AI Mode | 10 | 0 | 2026-05-12T11:30:00.000Z | 2026-07-10T09:10:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/core/3 | trakwell.example | no | 3 | ChatGPT; Perplexity; Google AI Mode | 3 | 1 | 2026-07-08T11:21:00.000Z | 2026-07-12T11:21:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/13 | trakwell.example | no | 3 | ChatGPT; Claude; Google AI Mode | 13 | 0 | 2026-07-08T12:31:00.000Z | 2026-07-12T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/14 | trakwell.example | no | 3 | Perplexity; Google AI Mode | 14 | 0 | 2026-07-10T13:38:00.000Z | 2026-07-12T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/20 | trakwell.example | no | 3 | ChatGPT; Claude; Perplexity | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-12T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/23 | trakwell.example | no | 3 | ChatGPT; Perplexity | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-12T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/26 | trakwell.example | no | 3 | Claude; Google AI Overviews | 26 | 1 | 2026-07-08T16:02:00.000Z | 2026-07-12T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/28 | trakwell.example | no | 3 | ChatGPT; Claude; Perplexity | 28 | 2 | 2026-07-08T09:16:00.000Z | 2026-07-10T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/8 | veranofsm.example | no | 3 | ChatGPT; Perplexity; Google AI Overviews | 8 | 0 | 2026-07-10T16:56:00.000Z | 2026-08-12T09:24:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/core/9 | veranofsm.example | no | 3 | Claude; Google AI Overviews; Google AI Mode | 9 | 0 | 2026-06-12T10:27:00.000Z | 2026-08-12T10:27:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/11 | veranofsm.example | no | 3 | Perplexity | 11 | 1 | 2026-07-08T10:17:00.000Z | 2026-07-12T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/17 | veranofsm.example | no | 3 | ChatGPT; Claude; Perplexity | 17 | 1 | 2026-07-10T16:59:00.000Z | 2026-07-12T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/18 | veranofsm.example | no | 3 | ChatGPT; Claude; Perplexity | 18 | 0 | 2026-07-08T08:06:00.000Z | 2026-07-12T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/25 | veranofsm.example | no | 3 | ChatGPT; Perplexity; Google AI Overviews | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-10T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/core/1 | asterforge.example | no | 2 | Claude | 1 | 1 | 2026-06-12T10:03:00.000Z | 2026-07-12T09:07:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/15 | asterforge.example | no | 2 | Claude; Google AI Overviews | 15 | 2 | 2026-07-08T14:45:00.000Z | 2026-07-10T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/16 | asterforge.example | no | 2 | Claude; Google AI Mode | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-12T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/17 | asterforge.example | no | 2 | Perplexity; Google AI Mode | 17 | 0 | 2026-07-08T16:59:00.000Z | 2026-07-12T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/18 | asterforge.example | no | 2 | Perplexity; Google AI Overviews | 18 | 0 | 2026-07-10T08:06:00.000Z | 2026-07-10T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/20 | asterforge.example | no | 2 | Perplexity; Google AI Mode | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-10T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/22 | asterforge.example | no | 2 | ChatGPT; Claude | 22 | 2 | 2026-07-10T12:34:00.000Z | 2026-07-12T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/23 | asterforge.example | no | 2 | ChatGPT; Perplexity | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-10T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/30 | asterforge.example | no | 2 | Claude; Perplexity | 30 | 1 | 2026-07-08T11:30:00.000Z | 2026-07-08T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/core/5 | cindermark.example | no | 2 | Google AI Overviews | 5 | 0 | 2026-05-12T14:15:00.000Z | 2026-07-12T13:35:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/evaluation/33 | cindermark.example | no | 2 | Perplexity; Google AI Overviews | 33 | 0 | 2026-07-10T14:51:00.000Z | 2026-07-12T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/11 | cindermark.example | no | 2 | ChatGPT; Google AI Mode | 11 | 2 | 2026-07-08T10:17:00.000Z | 2026-07-10T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/17 | cindermark.example | no | 2 | Claude; Google AI Overviews | 17 | 1 | 2026-07-08T16:59:00.000Z | 2026-07-12T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/21 | cindermark.example | no | 2 | Google AI Overviews; Google AI Mode | 21 | 0 | 2026-07-08T11:27:00.000Z | 2026-07-10T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/28 | cindermark.example | no | 2 | Google AI Overviews; Google AI Mode | 28 | 0 | 2026-07-08T09:16:00.000Z | 2026-07-12T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/30 | cindermark.example | no | 2 | ChatGPT; Perplexity | 30 | 0 | 2026-07-08T11:30:00.000Z | 2026-07-10T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/core/7 | fieldservicereview.example | no | 2 | ChatGPT; Google AI Overviews | 7 | 1 | 2026-05-12T16:21:00.000Z | 2026-05-12T16:21:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/14 | fieldservicereview.example | no | 2 | ChatGPT; Google AI Mode | 14 | 0 | 2026-07-08T13:38:00.000Z | 2026-07-12T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/16 | fieldservicereview.example | no | 2 | Claude; Perplexity | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-10T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/18 | fieldservicereview.example | no | 2 | ChatGPT; Google AI Mode | 18 | 0 | 2026-07-10T08:06:00.000Z | 2026-07-10T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/27 | fieldservicereview.example | no | 2 | ChatGPT; Perplexity | 27 | 0 | 2026-07-10T08:09:00.000Z | 2026-07-12T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/core/7 | hvacoperations.example | no | 2 | ChatGPT; Google AI Mode | 7 | 1 | 2026-07-08T15:49:00.000Z | 2026-07-10T15:49:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/11 | hvacoperations.example | no | 2 | Perplexity; Google AI Mode | 11 | 2 | 2026-07-08T10:17:00.000Z | 2026-07-08T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/23 | hvacoperations.example | no | 2 | Claude; Google AI Mode | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-12T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/26 | hvacoperations.example | no | 2 | ChatGPT | 26 | 2 | 2026-07-08T16:02:00.000Z | 2026-07-10T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/use_case/27 | hvacoperations.example | no | 2 | Google AI Overviews; Google AI Mode | 27 | 0 | 2026-07-08T08:09:00.000Z | 2026-07-12T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/1 | northvalefsm.example | no | 2 | Claude; Google AI Mode | 1 | 0 | 2026-05-12T10:03:00.000Z | 2026-06-12T10:03:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/core/3 | northvalefsm.example | no | 2 | Claude; Google AI Overviews | 3 | 1 | 2026-05-12T12:09:00.000Z | 2026-05-12T12:09:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/15 | northvalefsm.example | no | 2 | ChatGPT; Perplexity | 15 | 0 | 2026-07-10T14:45:00.000Z | 2026-07-12T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/17 | northvalefsm.example | no | 2 | ChatGPT; Google AI Mode | 17 | 1 | 2026-07-10T16:59:00.000Z | 2026-07-12T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/25 | northvalefsm.example | no | 2 | Claude; Perplexity | 25 | 0 | 2026-07-10T15:55:00.000Z | 2026-07-12T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/26 | northvalefsm.example | no | 2 | Claude; Perplexity | 26 | 0 | 2026-07-10T16:02:00.000Z | 2026-07-10T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/28 | northvalefsm.example | no | 2 | ChatGPT; Google AI Overviews | 28 | 0 | 2026-07-08T09:16:00.000Z | 2026-07-10T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/29 | northvalefsm.example | no | 2 | Google AI Overviews | 29 | 0 | 2026-07-08T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/1 | operationsweekly.example | no | 2 | Claude | 1 | 1 | 2026-05-12T10:03:00.000Z | 2026-07-08T09:07:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/10 | operationsweekly.example | no | 2 | ChatGPT; Google AI Overviews | 10 | 0 | 2026-07-12T09:10:00.000Z | 2026-08-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/2 | operationsweekly.example | no | 2 | ChatGPT; Perplexity | 2 | 1 | 2026-07-08T10:14:00.000Z | 2026-07-12T10:14:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/core/8 | operationsweekly.example | no | 2 | Claude; Google AI Overviews | 8 | 1 | 2026-06-12T09:24:00.000Z | 2026-07-08T16:56:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/evaluation/33 | operationsweekly.example | no | 2 | Google AI Overviews; Google AI Mode | 33 | 1 | 2026-07-12T14:51:00.000Z | 2026-07-12T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/evaluation/35 | operationsweekly.example | no | 2 | ChatGPT; Claude | 35 | 0 | 2026-07-10T16:05:00.000Z | 2026-07-12T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/16 | operationsweekly.example | no | 2 | ChatGPT; Google AI Overviews | 16 | 0 | 2026-07-10T15:52:00.000Z | 2026-07-12T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/19 | operationsweekly.example | no | 2 | ChatGPT; Google AI Overviews | 19 | 1 | 2026-07-12T09:13:00.000Z | 2026-07-12T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/22 | operationsweekly.example | no | 2 | Claude; Perplexity | 22 | 1 | 2026-07-10T12:34:00.000Z | 2026-07-10T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/23 | operationsweekly.example | no | 2 | Perplexity; Google AI Overviews | 23 | 0 | 2026-07-12T13:41:00.000Z | 2026-07-12T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/24 | operationsweekly.example | no | 2 | Google AI Overviews | 24 | 0 | 2026-07-08T14:48:00.000Z | 2026-07-10T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/26 | operationsweekly.example | no | 2 | Perplexity; Google AI Mode | 26 | 0 | 2026-07-08T16:02:00.000Z | 2026-07-10T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/4 | orbitfield.example | no | 2 | Claude; Google AI Mode | 4 | 1 | 2026-07-12T12:28:00.000Z | 2026-07-12T12:28:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/6 | orbitfield.example | no | 2 | Claude; Google AI Mode | 6 | 0 | 2026-05-12T15:18:00.000Z | 2026-06-12T15:18:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/core/8 | orbitfield.example | no | 2 | Claude; Perplexity | 8 | 1 | 2026-05-12T09:24:00.000Z | 2026-05-12T09:24:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/evaluation/33 | orbitfield.example | no | 2 | ChatGPT; Perplexity | 33 | 1 | 2026-07-08T14:51:00.000Z | 2026-07-08T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/13 | orbitfield.example | no | 2 | ChatGPT; Google AI Overviews | 13 | 0 | 2026-07-08T12:31:00.000Z | 2026-07-10T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/15 | orbitfield.example | no | 2 | Perplexity; Google AI Overviews | 15 | 0 | 2026-07-08T14:45:00.000Z | 2026-07-12T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/17 | orbitfield.example | no | 2 | ChatGPT; Google AI Overviews | 17 | 1 | 2026-07-12T16:59:00.000Z | 2026-07-12T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/18 | orbitfield.example | no | 2 | Claude; Google AI Overviews | 18 | 0 | 2026-07-08T08:06:00.000Z | 2026-07-10T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/26 | orbitfield.example | no | 2 | ChatGPT; Perplexity | 26 | 2 | 2026-07-08T16:02:00.000Z | 2026-07-10T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/30 | orbitfield.example | no | 2 | Claude; Google AI Overviews | 30 | 0 | 2026-07-10T11:30:00.000Z | 2026-07-10T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/evaluation/32 | servicebuyersguide.example | no | 2 | Google AI Overviews; Google AI Mode | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-10T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/18 | servicebuyersguide.example | no | 2 | Perplexity; Google AI Overviews | 18 | 0 | 2026-07-10T08:06:00.000Z | 2026-07-12T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/21 | servicebuyersguide.example | no | 2 | Claude; Google AI Mode | 21 | 1 | 2026-07-10T11:27:00.000Z | 2026-07-12T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/23 | servicebuyersguide.example | no | 2 | Claude; Google AI Mode | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-10T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/core/3 | servicetechforum.example | no | 2 | ChatGPT; Google AI Mode | 3 | 2 | 2026-07-10T11:21:00.000Z | 2026-08-12T12:09:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/13 | servicetechforum.example | no | 2 | Claude; Google AI Overviews | 13 | 1 | 2026-07-10T12:31:00.000Z | 2026-07-10T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/14 | servicetechforum.example | no | 2 | ChatGPT; Google AI Mode | 14 | 0 | 2026-07-08T13:38:00.000Z | 2026-07-08T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/17 | servicetechforum.example | no | 2 | Perplexity; Google AI Overviews | 17 | 0 | 2026-07-08T16:59:00.000Z | 2026-07-10T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/22 | servicetechforum.example | no | 2 | Perplexity; Google AI Mode | 22 | 0 | 2026-07-10T12:34:00.000Z | 2026-07-12T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/28 | servicetechforum.example | no | 2 | ChatGPT; Perplexity | 28 | 1 | 2026-07-08T09:16:00.000Z | 2026-07-08T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/evaluation/32 | softwarecompare.example | no | 2 | ChatGPT; Google AI Overviews | 32 | 0 | 2026-07-10T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/11 | softwarecompare.example | no | 2 | ChatGPT; Google AI Overviews | 11 | 0 | 2026-07-10T10:17:00.000Z | 2026-07-10T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/16 | softwarecompare.example | no | 2 | Google AI Mode | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-10T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/18 | softwarecompare.example | no | 2 | ChatGPT; Google AI Overviews | 18 | 0 | 2026-07-08T08:06:00.000Z | 2026-07-10T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/24 | softwarecompare.example | no | 2 | Claude; Perplexity | 24 | 0 | 2026-07-08T14:48:00.000Z | 2026-07-08T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/28 | softwarecompare.example | no | 2 | Claude; Google AI Overviews | 28 | 2 | 2026-07-08T09:16:00.000Z | 2026-07-10T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/use_case/29 | softwarecompare.example | no | 2 | Perplexity; Google AI Mode | 29 | 0 | 2026-07-10T10:23:00.000Z | 2026-07-10T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/evaluation/32 | trakwell.example | no | 2 | Claude | 32 | 0 | 2026-07-08T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/evaluation/33 | trakwell.example | no | 2 | ChatGPT; Perplexity | 33 | 0 | 2026-07-10T14:51:00.000Z | 2026-07-12T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/evaluation/35 | trakwell.example | no | 2 | Google AI Overviews; Google AI Mode | 35 | 0 | 2026-07-10T16:05:00.000Z | 2026-07-10T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/15 | trakwell.example | no | 2 | Claude; Google AI Mode | 15 | 1 | 2026-07-08T14:45:00.000Z | 2026-07-12T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/18 | trakwell.example | no | 2 | ChatGPT; Perplexity | 18 | 0 | 2026-07-08T08:06:00.000Z | 2026-07-12T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/19 | trakwell.example | no | 2 | Perplexity; Google AI Mode | 19 | 1 | 2026-07-08T09:13:00.000Z | 2026-07-10T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/22 | trakwell.example | no | 2 | Perplexity; Google AI Overviews | 22 | 1 | 2026-07-08T12:34:00.000Z | 2026-07-10T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/24 | trakwell.example | no | 2 | Google AI Overviews; Google AI Mode | 24 | 0 | 2026-07-10T14:48:00.000Z | 2026-07-10T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/25 | trakwell.example | no | 2 | Claude; Google AI Mode | 25 | 0 | 2026-07-08T15:55:00.000Z | 2026-07-12T15:55:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/role/19 | veranofsm.example | no | 2 | Google AI Overviews; Google AI Mode | 19 | 0 | 2026-07-08T09:13:00.000Z | 2026-07-10T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/27 | veranofsm.example | no | 2 | ChatGPT; Claude | 27 | 0 | 2026-07-08T08:09:00.000Z | 2026-07-08T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/28 | veranofsm.example | no | 2 | Perplexity; Google AI Overviews | 28 | 1 | 2026-07-10T09:16:00.000Z | 2026-07-10T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/30 | veranofsm.example | no | 2 | ChatGPT; Google AI Overviews | 30 | 1 | 2026-07-08T11:30:00.000Z | 2026-07-10T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/evaluation/31 | asterforge.example | no | 1 | Google AI Overviews | 31 | 0 | 2026-07-12T12:37:00.000Z | 2026-07-12T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/evaluation/34 | asterforge.example | no | 1 | Claude | 34 | 0 | 2026-07-12T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/11 | asterforge.example | no | 1 | Google AI Mode | 11 | 1 | 2026-07-10T10:17:00.000Z | 2026-07-10T10:17:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/role/12 | asterforge.example | no | 1 | Google AI Mode | 12 | 0 | 2026-07-10T11:24:00.000Z | 2026-07-10T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://asterforge.example/use_case/29 | asterforge.example | no | 1 | ChatGPT | 29 | 0 | 2026-07-10T10:23:00.000Z | 2026-07-10T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/evaluation/34 | cindermark.example | no | 1 | Google AI Overviews | 34 | 0 | 2026-07-10T15:58:00.000Z | 2026-07-10T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/role/16 | cindermark.example | no | 1 | Claude | 16 | 0 | 2026-07-10T15:52:00.000Z | 2026-07-10T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/22 | cindermark.example | no | 1 | Claude | 22 | 1 | 2026-07-10T12:34:00.000Z | 2026-07-10T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://cindermark.example/use_case/27 | cindermark.example | no | 1 | ChatGPT | 27 | 0 | 2026-07-12T08:09:00.000Z | 2026-07-12T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/evaluation/33 | fieldservicereview.example | no | 1 | Google AI Overviews | 33 | 0 | 2026-07-12T14:51:00.000Z | 2026-07-12T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/evaluation/34 | fieldservicereview.example | no | 1 | ChatGPT | 34 | 0 | 2026-07-10T15:58:00.000Z | 2026-07-10T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/15 | fieldservicereview.example | no | 1 | Perplexity | 15 | 0 | 2026-07-12T14:45:00.000Z | 2026-07-12T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/role/17 | fieldservicereview.example | no | 1 | ChatGPT | 17 | 1 | 2026-07-12T16:59:00.000Z | 2026-07-12T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/22 | fieldservicereview.example | no | 1 | ChatGPT | 22 | 1 | 2026-07-12T12:34:00.000Z | 2026-07-12T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/23 | fieldservicereview.example | no | 1 | Google AI Overviews | 23 | 0 | 2026-07-08T13:41:00.000Z | 2026-07-08T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/24 | fieldservicereview.example | no | 1 | Perplexity | 24 | 0 | 2026-07-10T14:48:00.000Z | 2026-07-10T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://fieldservicereview.example/use_case/26 | fieldservicereview.example | no | 1 | Claude | 26 | 0 | 2026-07-08T16:02:00.000Z | 2026-07-08T16:02:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/evaluation/31 | hvacoperations.example | no | 1 | ChatGPT | 31 | 1 | 2026-07-10T12:37:00.000Z | 2026-07-10T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/14 | hvacoperations.example | no | 1 | ChatGPT | 14 | 0 | 2026-07-08T13:38:00.000Z | 2026-07-08T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://hvacoperations.example/role/19 | hvacoperations.example | no | 1 | Claude | 19 | 1 | 2026-07-08T09:13:00.000Z | 2026-07-08T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/evaluation/34 | northvalefsm.example | no | 1 | Google AI Mode | 34 | 0 | 2026-07-12T15:58:00.000Z | 2026-07-12T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/12 | northvalefsm.example | no | 1 | Google AI Mode | 12 | 0 | 2026-07-10T11:24:00.000Z | 2026-07-10T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/14 | northvalefsm.example | no | 1 | Claude | 14 | 0 | 2026-07-08T13:38:00.000Z | 2026-07-08T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/role/20 | northvalefsm.example | no | 1 | Google AI Overviews | 20 | 0 | 2026-07-10T10:20:00.000Z | 2026-07-10T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/24 | northvalefsm.example | no | 1 | Google AI Mode | 24 | 0 | 2026-07-12T14:48:00.000Z | 2026-07-12T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://northvalefsm.example/use_case/30 | northvalefsm.example | no | 1 | Google AI Mode | 30 | 1 | 2026-07-08T11:30:00.000Z | 2026-07-08T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/13 | operationsweekly.example | no | 1 | Google AI Mode | 13 | 0 | 2026-07-10T12:31:00.000Z | 2026-07-10T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/14 | operationsweekly.example | no | 1 | Claude | 14 | 0 | 2026-07-10T13:38:00.000Z | 2026-07-10T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/15 | operationsweekly.example | no | 1 | Google AI Overviews | 15 | 1 | 2026-07-08T14:45:00.000Z | 2026-07-08T14:45:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/role/20 | operationsweekly.example | no | 1 | ChatGPT | 20 | 0 | 2026-07-08T10:20:00.000Z | 2026-07-08T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/27 | operationsweekly.example | no | 1 | Claude | 27 | 0 | 2026-07-12T08:09:00.000Z | 2026-07-12T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/28 | operationsweekly.example | no | 1 | Google AI Mode | 28 | 0 | 2026-07-08T09:16:00.000Z | 2026-07-08T09:16:00.000Z | not_started | not_checked |  |  |  |
| https://operationsweekly.example/use_case/29 | operationsweekly.example | no | 1 | Google AI Mode | 29 | 0 | 2026-07-12T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/evaluation/32 | orbitfield.example | no | 1 | ChatGPT | 32 | 0 | 2026-07-12T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/role/19 | orbitfield.example | no | 1 | Google AI Overviews | 19 | 0 | 2026-07-08T09:13:00.000Z | 2026-07-08T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://orbitfield.example/use_case/24 | orbitfield.example | no | 1 | Google AI Overviews | 24 | 0 | 2026-07-12T14:48:00.000Z | 2026-07-12T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/core/10 | servicebuyersguide.example | no | 1 | Claude | 10 | 1 | 2026-05-12T11:30:00.000Z | 2026-05-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/evaluation/31 | servicebuyersguide.example | no | 1 | Claude | 31 | 0 | 2026-07-10T12:37:00.000Z | 2026-07-10T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/evaluation/34 | servicebuyersguide.example | no | 1 | ChatGPT | 34 | 0 | 2026-07-08T15:58:00.000Z | 2026-07-08T15:58:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/evaluation/35 | servicebuyersguide.example | no | 1 | Google AI Overviews | 35 | 0 | 2026-07-08T16:05:00.000Z | 2026-07-08T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/14 | servicebuyersguide.example | no | 1 | ChatGPT | 14 | 0 | 2026-07-12T13:38:00.000Z | 2026-07-12T13:38:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/role/17 | servicebuyersguide.example | no | 1 | Perplexity | 17 | 0 | 2026-07-10T16:59:00.000Z | 2026-07-10T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/22 | servicebuyersguide.example | no | 1 | ChatGPT | 22 | 1 | 2026-07-10T12:34:00.000Z | 2026-07-10T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://servicebuyersguide.example/use_case/24 | servicebuyersguide.example | no | 1 | ChatGPT | 24 | 0 | 2026-07-12T14:48:00.000Z | 2026-07-12T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/evaluation/35 | servicetechforum.example | no | 1 | Google AI Overviews | 35 | 0 | 2026-07-08T16:05:00.000Z | 2026-07-08T16:05:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/role/18 | servicetechforum.example | no | 1 | ChatGPT | 18 | 0 | 2026-07-10T08:06:00.000Z | 2026-07-10T08:06:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/21 | servicetechforum.example | no | 1 | ChatGPT | 21 | 0 | 2026-07-12T11:27:00.000Z | 2026-07-12T11:27:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/24 | servicetechforum.example | no | 1 | Google AI Overviews | 24 | 0 | 2026-07-12T14:48:00.000Z | 2026-07-12T14:48:00.000Z | not_started | not_checked |  |  |  |
| https://servicetechforum.example/use_case/27 | servicetechforum.example | no | 1 | Google AI Mode | 27 | 0 | 2026-07-08T08:09:00.000Z | 2026-07-08T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/evaluation/31 | softwarecompare.example | no | 1 | Google AI Mode | 31 | 0 | 2026-07-12T12:37:00.000Z | 2026-07-12T12:37:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/evaluation/33 | softwarecompare.example | no | 1 | ChatGPT | 33 | 1 | 2026-07-12T14:51:00.000Z | 2026-07-12T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/12 | softwarecompare.example | no | 1 | Perplexity | 12 | 0 | 2026-07-10T11:24:00.000Z | 2026-07-10T11:24:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/13 | softwarecompare.example | no | 1 | Google AI Overviews | 13 | 0 | 2026-07-08T12:31:00.000Z | 2026-07-08T12:31:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/19 | softwarecompare.example | no | 1 | Google AI Overviews | 19 | 0 | 2026-07-12T09:13:00.000Z | 2026-07-12T09:13:00.000Z | not_started | not_checked |  |  |  |
| https://softwarecompare.example/role/20 | softwarecompare.example | no | 1 | Google AI Overviews | 20 | 0 | 2026-07-12T10:20:00.000Z | 2026-07-12T10:20:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/16 | trakwell.example | no | 1 | Perplexity | 16 | 0 | 2026-07-08T15:52:00.000Z | 2026-07-08T15:52:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/role/17 | trakwell.example | no | 1 | Google AI Overviews | 17 | 0 | 2026-07-10T16:59:00.000Z | 2026-07-10T16:59:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/27 | trakwell.example | no | 1 | ChatGPT | 27 | 0 | 2026-07-10T08:09:00.000Z | 2026-07-10T08:09:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/29 | trakwell.example | no | 1 | Google AI Overviews | 29 | 0 | 2026-07-10T10:23:00.000Z | 2026-07-10T10:23:00.000Z | not_started | not_checked |  |  |  |
| https://trakwell.example/use_case/30 | trakwell.example | no | 1 | Google AI Overviews | 30 | 0 | 2026-07-12T11:30:00.000Z | 2026-07-12T11:30:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/evaluation/32 | veranofsm.example | no | 1 | Google AI Overviews | 32 | 0 | 2026-07-12T13:44:00.000Z | 2026-07-12T13:44:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/evaluation/33 | veranofsm.example | no | 1 | Google AI Mode | 33 | 0 | 2026-07-10T14:51:00.000Z | 2026-07-10T14:51:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/22 | veranofsm.example | no | 1 | Google AI Overviews | 22 | 0 | 2026-07-10T12:34:00.000Z | 2026-07-10T12:34:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/23 | veranofsm.example | no | 1 | Perplexity | 23 | 0 | 2026-07-10T13:41:00.000Z | 2026-07-10T13:41:00.000Z | not_started | not_checked |  |  |  |
| https://veranofsm.example/use_case/29 | veranofsm.example | no | 1 | Claude | 29 | 0 | 2026-07-12T10:23:00.000Z | 2026-07-12T10:23:00.000Z | not_started | not_checked |  |  |  |

## Fixes

One row for each change in the Source to Change Ledger. A change is included when the day it last moved falls inside the chosen dates.

Fixes: 7 of 7 rows, limit 1,000 per file. Dates in this section: 2026-07-08 to 2026-08-12.

### Fields

- `entry_id` (text): The ledger entry.
- `change` (text): The change to test.
- `state` (text): Drafted, Approved, Sent, Acknowledged, Published, Measured again or Declined.
- `owner` (text): The person or role responsible, or Unassigned.
- `question_ids` (list): The questions the change addresses.
- `rival` (text): The company named instead on those questions.
- `source_url` (url): The cited page behind the change.
- `receipt_url` (url): The receipt behind the change.
- `run_id` (text): The measurement the change came from.
- `drafted_on` (date): The day the change was drafted.
- `approved_on` (date): The day the change was approved.
- `sent_on` (date): The day the change was sent.
- `acknowledged_on` (date): The day the change was acknowledged.
- `published_on` (date): The day the change was published.
- `remeasured_on` (date): The day a later scheduled run asked the questions again.
- `declined_on` (date): The day the change was declined.
- `updated_on` (date): The day the change last moved.
- `work_rank` (integer): The position in the work queue, when the change has been assessed.

| entry_id | change | state | owner | question_ids | rival | source_url | receipt_url | run_id | drafted_on | approved_on | sent_on | acknowledged_on | published_on | remeasured_on | declined_on | updated_on | work_rank |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| sample-ledger-01 | Answer the procurement checklist question on a public page with contract terms and data export detail. | Approved | Alex Morgan (fictional editor) | 18; 25 | Trakwell | https://hvacoperations.example/use_case/25 | https://app.broadcastwell.com/receipts/baseline-kalvenor-v11#receipt-observation-a228d3d2-cdf9-419e-8501-77effaa1a6dc | baseline-kalvenor-v11 | 2026-07-15 | 2026-07-16 |  |  |  |  |  | 2026-07-16 | 1 |
| sample-ledger-05 | Pitch a field note on first time fix to the editorial desk of the page the engines cited for invoice timing. | Sent | PR lead (sample) | 30 | Northvale FSM | https://hvacoperations.example/use_case/30 | https://app.broadcastwell.com/receipts/baseline-kalvenor-v11#receipt-observation-600fb6f0-ffc1-44cc-8318-5f5f44687bf7 | baseline-kalvenor-v11 | 2026-07-15 | 2026-07-16 | 2026-07-23 |  |  |  |  | 2026-07-23 | 2 |
| sample-ledger-03 | Pitch a job level margin reporting case note to the operations publication the engines cited for the finance lead question. | Sent | PR lead (sample) | 12 | Northvale FSM | https://operationsweekly.example/role/12 | https://app.broadcastwell.com/receipts/baseline-kalvenor-v11#receipt-observation-529345ed-1e20-4ad2-82a4-440b11635066 | baseline-kalvenor-v11 | 2026-07-15 | 2026-07-16 | 2026-07-22 |  |  |  |  | 2026-07-22 |  |
| sample-ledger-02 | Add recurring maintenance contract detail to the dispatch page and submit it to the buyers guide the engines cited. | Measured again | Product marketing (sample) | 2; 6; 7 | Northvale FSM | https://servicebuyersguide.example/core/6 | https://app.broadcastwell.com/receipts/baseline-kalvenor-v11#receipt-observation-86984f21-6e47-4eb6-8031-65c3f9815e09 | baseline-kalvenor-v11 | 2026-07-15 | 2026-07-16 | 2026-07-17 | 2026-07-19 | 2026-07-20 | 2026-08-12 |  | 2026-08-12 |  |
| sample-ledger-06 | Request a vendor listing on the comparison page the engines cited for the live arrival windows question. | Declined | Product marketing (sample) | 17 | Northvale FSM | https://softwarecompare.example/role/17 | https://app.broadcastwell.com/receipts/baseline-kalvenor-v11#receipt-observation-7099e78f-947e-420d-8e98-7df10fb20cfc | baseline-kalvenor-v11 | 2026-07-15 | 2026-07-16 | 2026-07-18 |  |  |  | 2026-07-25 | 2026-07-25 |  |
| sample-ledger-04 | Post a product answer in the evaluation thread the engines cited for the month to month contract question. | Published | PR lead (sample) | 33 | Northvale FSM | https://servicetechforum.example/evaluation/33 | https://app.broadcastwell.com/receipts/baseline-kalvenor-v11#receipt-observation-2109a0f6-a822-4993-87ef-963dbd6768c1 | baseline-kalvenor-v11 | 2026-07-15 | 2026-07-16 | 2026-07-18 | 2026-07-21 | 2026-07-24 |  |  | 2026-07-24 |  |
| sample-ledger-07 | Publish one comparison page that answers the scheduling, technician time, offline and all in one questions with product evidence, and ask the cited review site to reference it. | Measured again | Content lead (sample) | 3; 4; 7; 8; 9 | Northvale FSM | https://softwarecompare.example/core/3 | https://app.broadcastwell.com/receipts/kalvenor-monitor#receipt-observation-2749e64c-dd08-4d8f-8668-b7d825365075 | kalvenor-monitor | 2026-06-13 | 2026-06-15 |  |  | 2026-06-20 | 2026-07-08 |  | 2026-07-08 |  |

SHA-256 of the data: 625207e8f27b875ba2f584a93ce652b998f88756ae28c8247b9abe43a0ae1826
