Overall named
20.5%
95% interval: 14.2 to 28.7
24 of 117 answers
Sample report
AI Visibility Diagnostic
Kalvenor Systems
Measurement window: January 15, 2026, 12:00 to 12:59 UTC
Sample data. Kalvenor Systems is a fictional company used to demonstrate the report.
What was measured
10 buyer questions, four engines, three repeats, 120 observed answers, 117 scored, and 3 excluded on Google AI Overviews.
Exclusion reasons as stored: NoOverview: 2 answers; Timeout: 1 answer.
Finding
Northvale FSM appears in 9 of your 10 buyer questions. Kalvenor Systems appears in 6.
Kalvenor Systems did not appear in 4 buyer questions: Question 7, Question 8, Question 9, Question 10.
Displacement
Each value is an appearance count over that question’s scored-answer base.
| Buyer question | Kalvenor Systems | Asterforge Kinetics | Morrowpeak Labs | Northvale FSM | Quorim Gridworks | Veltrune Systems |
|---|---|---|---|---|---|---|
| Question 1Client appeared | 4 of 12 answers | 4 of 12 answers | 0 of 12 answers | 9 of 12 answers | 2 of 12 answers | 0 of 12 answers |
| Question 2Client appeared | 4 of 12 answers | 5 of 12 answers | 4 of 12 answers | 8 of 12 answers | 7 of 12 answers | 0 of 12 answers |
| Question 3Client appeared | 4 of 12 answers | 8 of 12 answers | 2 of 12 answers | 7 of 12 answers | 3 of 12 answers | 4 of 12 answers |
| Question 4Client appeared | 4 of 12 answers | 3 of 12 answers | 5 of 12 answers | 6 of 12 answers | 8 of 12 answers | 3 of 12 answers |
| Question 5Client appeared | 4 of 12 answers | 4 of 12 answers | 3 of 12 answers | 5 of 12 answers | 4 of 12 answers | 9 of 12 answers |
| Question 6Client appeared | 4 of 12 answers | 5 of 12 answers | 8 of 12 answers | 7 of 12 answers | 0 of 12 answers | 4 of 12 answers |
| Question 7Client did not appear | 0 of 12 answers | 9 of 12 answers | 4 of 12 answers | 0 of 12 answers | 5 of 12 answers | 2 of 12 answers |
| Question 8Client did not appear | 0 of 11 answers | 3 of 11 answers | 2 of 11 answers | 6 of 11 answers | 7 of 11 answers | 5 of 11 answers |
| Question 9Client did not appear | 0 of 11 answers | 0 of 11 answers | 0 of 11 answers | 8 of 11 answers | 6 of 11 answers | 7 of 11 answers |
| Question 10Client did not appear | 0 of 11 answers | 0 of 11 answers | 3 of 11 answers | 7 of 11 answers | 0 of 11 answers | 6 of 11 answers |
Question 1: checked but not found: Morrowpeak Labs, Veltrune Systems. Question 2: checked but not found: Veltrune Systems. Question 3: every checked competitor appeared. Question 4: every checked competitor appeared. Question 5: every checked competitor appeared. Question 6: checked but not found: Quorim Gridworks. Question 7: checked but not found: Northvale FSM. Question 8: every checked competitor appeared. Question 9: checked but not found: Asterforge Kinetics, Morrowpeak Labs. Question 10: checked but not found: Asterforge Kinetics, Quorim Gridworks.
Named and cited rates
Overall cited
12.0%
95% interval: 7.3 to 19.1
14 of 117 answers
ChatGPT named
16.7%
95% interval: 7.3 to 33.6
5 of 30 answers
ChatGPT cited
10.0%
95% interval: 3.5 to 25.6
3 of 30 answers
Claude named
30.0%
95% interval: 16.7 to 47.9
9 of 30 answers
Claude cited
13.3%
95% interval: 5.3 to 29.7
4 of 30 answers
Perplexity named
26.7%
95% interval: 14.2 to 44.4
8 of 30 answers
Perplexity cited
13.3%
95% interval: 5.3 to 29.7
4 of 30 answers
Google AI Overviews named
7.4%
95% interval: 2.1 to 23.4
2 of 27 answers
Google AI Overviews cited
11.1%
95% interval: 3.9 to 28.1
3 of 27 answers
Question detail
Question wording is withheld from this sample.
Question 1
12 scored answers. 0 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: named; position 2 in an ordered list Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: not named; no discernible order in this answer Answer 2: named; position 2 in an ordered list Answer 3: named; position 1 in an ordered list |
| Perplexity | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: named; position 2 in an ordered list |
| Google AI Overviews | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
Question 2
12 scored answers. 0 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: not named; no discernible order in this answer Answer 2: named; position 3 in an ordered list Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: named; position 1 in an ordered list Answer 2: not named; no discernible order in this answer Answer 3: named; position 3 in an ordered list |
| Perplexity | Answer 1: named; position 1 in an ordered list Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Google AI Overviews | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
Question 3
12 scored answers. 0 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: named; position 2 in an ordered list |
| Claude | Answer 1: named; position 1 in an ordered list Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Perplexity | Answer 1: not named; no discernible order in this answer Answer 2: named; position 1 in an ordered list Answer 3: named; position 2 in an ordered list |
| Google AI Overviews | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
Question 4
12 scored answers. 0 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: named; position 1 in an ordered list Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: not named; no discernible order in this answer Answer 2: named; position 2 in an ordered list Answer 3: not named; no discernible order in this answer |
| Perplexity | Answer 1: named; position 2 in an ordered list Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Google AI Overviews | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: named; position 3 in an ordered list |
Question 5
12 scored answers. 0 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: not named; no discernible order in this answer Answer 2: named; position 2 in an ordered list Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: named; position 1 in an ordered list |
| Perplexity | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: named; position 3 in an ordered list |
| Google AI Overviews | Answer 1: named; position 1 in an ordered list Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
Question 6
12 scored answers. 0 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: named; position 1 in an ordered list Answer 2: named; position 3 in an ordered list Answer 3: not named; no discernible order in this answer |
| Perplexity | Answer 1: not named; no discernible order in this answer Answer 2: named; position 2 in an ordered list Answer 3: named; position 3 in an ordered list |
| Google AI Overviews | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
Question 7
12 scored answers. 0 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Perplexity | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Google AI Overviews | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
Question 8
11 scored answers. 1 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Perplexity | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Google AI Overviews | Answer 1: excluded Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
Question 9
11 scored answers. 1 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Perplexity | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Google AI Overviews | Answer 1: not named; no discernible order in this answer Answer 2: excluded Answer 3: not named; no discernible order in this answer |
Question 10
11 scored answers. 1 excluded.
| Engine | Observed status |
|---|---|
| ChatGPT | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Claude | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Perplexity | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: not named; no discernible order in this answer |
| Google AI Overviews | Answer 1: not named; no discernible order in this answer Answer 2: not named; no discernible order in this answer Answer 3: excluded |
What happens next
The Diagnostic: Ten buyer questions for the category, four engines, three repeats, 120 observed answers, the citation-source landscape, a competitor set, written findings and a prioritised fix list. $1,500 once.
The 90-day program is $4,500 a month, three-month minimum, then month to month. View pricing.
Ten buyer questions for your category, one named engine, your position on the absence ladder. Free, under a minute, no call required. Start the free check.
Contact: hello@broadcastwell.com.
Method and limits
Three repeats were used. A change inside both intervals is not reported as movement. Question wording is withheld from this sample.