Sample report, sample data
This is the report your client receives, built by the same code as a live link. Every name in square brackets, every website ending .example and every answer excerpt is placeholder data in the real record format. No client, competitor, reviewer or engine response on this page is real. A live report lists only records a named reviewer has signed off, and its link expires 30 days after it is issued.
Prepared by [Your agency]
Client-facing deliverable · read only
client.example · United Kingdom
[Client brand] answer-engine evidence
Each record states the exact question asked, where it was asked, when, and what the answer cited. Records still awaiting review are not shown.
Evidence as of 17 November 2026 at 12:00 (latest review).
Verified observations
26
records
across 2 prompts
How to read this: Every record below is a real observation — 2 recorded by hand and 24 collected automatically from an answer engine’s API, reached through the OpenRouter gateway — and each one was signed off by a named reviewer. API records are the model behind an assistant, asked the same way every time; they are not screenshots of the consumer app. This report contains no estimate, no projection and no score: if something was not observed, it is not here.
Coverage
What has been checked so far.
OpenAI GPT API (web search)
The model behind ChatGPT, via API, with web search
6
verified observations
Brand named in 3 of 6 (50%) verified answers; own site cited in 1 of 6 (17%).
Observed 2 November 2026 – 16 November 2026
ChatGPT
Recorded by hand in the ChatGPT app
1
verified observation
Brand named in 1 of 1 verified answers; own site cited in 0 of 1.
Observed 16 November 2026
Claude API (web search)
The model behind Claude, via API, with web search
6
verified observations
Brand named in 3 of 6 (50%) verified answers; own site cited in 1 of 6 (17%).
Observed 2 November 2026 – 16 November 2026
Gemini API (assistant panel)
The model behind Gemini, via API, from model knowledge
6
verified observations
Brand named in 1 of 6 (17%) verified answers; own site cited in 0 of 6 (0%).
Observed 2 November 2026 – 16 November 2026
Perplexity Sonar API
The model behind Perplexity, via API, with web search
6
verified observations
Brand named in 5 of 6 (83%) verified answers; own site cited in 3 of 6 (50%).
Observed 2 November 2026 – 16 November 2026
Google AI Overviews
Recorded by hand in Google Search
1
verified observation
Brand named in 0 of 1 verified answers; own site cited in 0 of 1.
Observed 16 November 2026
By question
Named in k of n answers, question by question.
Each cell counts the verified answers to one question from one engine (n) and how many of them named [Client brand] (k). The same question is asked more than once because answers change from one run to the next. A percentage is shown only from 5 answers up.
| Question | OpenAI GPT API (web search) | ChatGPT | Claude API (web search) | Gemini API (assistant panel) | Perplexity Sonar API | Google AI Overviews |
|---|---|---|---|---|---|---|
| Which accountancy firms offer fixed monthly fees for small businesses? | 1 of 3 | 1 of 1 | 2 of 3 | 1 of 3 | 2 of 3 | — |
| Which accountants are best for a small limited company in the UK? | 2 of 3 | — | 1 of 3 | 0 of 3 | 3 of 3 | 0 of 1 |
Week by week
Named in k of n answers, each week.
Weeks start on Monday. Each cell counts that week’s verified answers from one engine (n) and how many named [Client brand] (k). No trend line is drawn: with a handful of answers a week, a change of one or two is more likely to be noise than movement, so compare weeks only where n is 5 or more on both sides.
| Week commencing | OpenAI GPT API (web search) | ChatGPT | Claude API (web search) | Gemini API (assistant panel) | Perplexity Sonar API | Google AI Overviews |
|---|---|---|---|---|---|---|
| 2 November 2026 | 1 of 2 | — | 1 of 2 | 0 of 2 | 2 of 2 | — |
| 9 November 2026 | 2 of 2 | — | 2 of 2 | 1 of 2 | 1 of 2 | — |
| 16 November 2026 | 0 of 2 | 1 of 1 | 0 of 2 | 0 of 2 | 2 of 2 | 0 of 1 |
Cited sources
Which sites the answers cited.
The 6 most-cited of 6 sites across 18 verified answers that cited anything. Each count is the number of answers that cited the site at least once. Only engines that search the web cite sources. “Client” marks client.example; “Named brand” means the site’s address contains the name of a brand the answers themselves named — a text match, not a judgement. Record numbers link to the evidence below.
| Site | Perplexity Sonar API | Claude API (web search) | OpenAI GPT API (web search) | Answers | Records |
|---|---|---|---|---|---|
| comparison-site.example | 6 | — | 6 | 12 | 3, 6, 7, 10, 11, 14, 15, 18, 19, 22, 23, 26 |
| competitor-a.example Named brand: [Competitor A] | 6 | 6 | — | 12 | 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25 |
| accounting-forum.example | — | 6 | — | 6 | 5, 9, 13, 17, 21, 25 |
| review-site.example | 6 | — | — | 6 | 3, 7, 11, 15, 19, 23 |
| uk-news.example | — | — | 6 | 6 | 6, 10, 14, 18, 22, 26 |
| client.example Client | 3 | 1 | 1 | 5 | 3, 7, 13, 23, 26 |
Evidence ledger
Every verified observation.
Confidence: Medium
Volatility: Emerging
Source snapshot
ChatGPT app · recorded by hand
Captured 16 November 2026 at 12:01
Evidence note
Recorded by hand in the ChatGPT app (new chat, no memory). [Client brand] was named third, after [Competitor A] and [Competitor B], with no source shown for it.
Position in the answer: #3
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 17 November 2026 at 12:00
Confidence: Medium
Volatility: Emerging
Source snapshot
Google AI Overviews · recorded by hand
Captured 16 November 2026 at 12:00
Evidence note
Recorded by hand in Google Search (signed out, UK location). The AI Overview listed [Competitor A] and [Competitor C]; [Client brand] did not appear.
Also named: [Competitor A], [Competitor C]
Verified by [Reviewer name] on 17 November 2026 at 12:00
Confidence: Medium
Volatility: Volatile
Source snapshot
Perplexity Sonar API response · perplexity/sonar-pro
Captured 16 November 2026 at 09:01
Open sourceSources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Perplexity Sonar API (model perplexity/sonar-pro, gateway OpenRouter) with live web search; 4 source(s) came back from that search, 1 of them on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 17 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Gemini API (assistant panel) response · google/gemini-3.8-flash
Captured 16 November 2026 at 09:01
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Gemini API (assistant panel) (model google/gemini-3.8-flash, gateway OpenRouter) with no web retrieval, so no source was cited by the engine and none is recorded. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 17 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Claude API (web search) response · anthropic/claude-sonnet-5.5
Captured 16 November 2026 at 09:01
Sources the engine’s search cited
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Claude API (web search) (model anthropic/claude-sonnet-5.5, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 17 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
OpenAI GPT API (web search) response · openai/gpt-6.1-sol
Captured 16 November 2026 at 09:01
Sources the engine’s search cited
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from OpenAI GPT API (web search) (model openai/gpt-6.1-sol, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 17 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Perplexity Sonar API response · perplexity/sonar-pro
Captured 16 November 2026 at 09:00
Open sourceSources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Perplexity Sonar API (model perplexity/sonar-pro, gateway OpenRouter) with live web search; 4 source(s) came back from that search, 1 of them on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 17 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Gemini API (assistant panel) response · google/gemini-3.8-flash
Captured 16 November 2026 at 09:00
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Gemini API (assistant panel) (model google/gemini-3.8-flash, gateway OpenRouter) with no web retrieval, so no source was cited by the engine and none is recorded. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 17 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Claude API (web search) response · anthropic/claude-sonnet-5.5
Captured 16 November 2026 at 09:00
Sources the engine’s search cited
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Claude API (web search) (model anthropic/claude-sonnet-5.5, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 17 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
OpenAI GPT API (web search) response · openai/gpt-6.1-sol
Captured 16 November 2026 at 09:00
Sources the engine’s search cited
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from OpenAI GPT API (web search) (model openai/gpt-6.1-sol, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 17 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Perplexity Sonar API response · perplexity/sonar-pro
Captured 9 November 2026 at 09:01
Sources the engine’s search cited
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Perplexity Sonar API (model perplexity/sonar-pro, gateway OpenRouter) with live web search; 3 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 10 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Gemini API (assistant panel) response · google/gemini-3.8-flash
Captured 9 November 2026 at 09:01
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Gemini API (assistant panel) (model google/gemini-3.8-flash, gateway OpenRouter) with no web retrieval, so no source was cited by the engine and none is recorded. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 10 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Claude API (web search) response · anthropic/claude-sonnet-5.5
Captured 9 November 2026 at 09:01
Open sourceSources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Claude API (web search) (model anthropic/claude-sonnet-5.5, gateway OpenRouter) with live web search; 3 source(s) came back from that search, 1 of them on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 10 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
OpenAI GPT API (web search) response · openai/gpt-6.1-sol
Captured 9 November 2026 at 09:01
Sources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from OpenAI GPT API (web search) (model openai/gpt-6.1-sol, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 10 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Perplexity Sonar API response · perplexity/sonar-pro
Captured 9 November 2026 at 09:00
Sources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Perplexity Sonar API (model perplexity/sonar-pro, gateway OpenRouter) with live web search; 3 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 10 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Gemini API (assistant panel) response · google/gemini-3.8-flash
Captured 9 November 2026 at 09:00
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Gemini API (assistant panel) (model google/gemini-3.8-flash, gateway OpenRouter) with no web retrieval, so no source was cited by the engine and none is recorded. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 10 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
Claude API (web search) response · anthropic/claude-sonnet-5.5
Captured 9 November 2026 at 09:00
Sources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Claude API (web search) (model anthropic/claude-sonnet-5.5, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 10 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Volatile
Source snapshot
OpenAI GPT API (web search) response · openai/gpt-6.1-sol
Captured 9 November 2026 at 09:00
Sources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from OpenAI GPT API (web search) (model openai/gpt-6.1-sol, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 10 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Emerging
Source snapshot
Perplexity Sonar API response · perplexity/sonar-pro
Captured 2 November 2026 at 09:01
Sources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Perplexity Sonar API (model perplexity/sonar-pro, gateway OpenRouter) with live web search; 3 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 3 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Emerging
Source snapshot
Gemini API (assistant panel) response · google/gemini-3.8-flash
Captured 2 November 2026 at 09:01
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Gemini API (assistant panel) (model google/gemini-3.8-flash, gateway OpenRouter) with no web retrieval, so no source was cited by the engine and none is recorded. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 3 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Emerging
Source snapshot
Claude API (web search) response · anthropic/claude-sonnet-5.5
Captured 2 November 2026 at 09:01
Sources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Claude API (web search) (model anthropic/claude-sonnet-5.5, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 3 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Emerging
Source snapshot
OpenAI GPT API (web search) response · openai/gpt-6.1-sol
Captured 2 November 2026 at 09:01
Sources the engine’s search cited
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from OpenAI GPT API (web search) (model openai/gpt-6.1-sol, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 3 November 2026 at 09:01
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Emerging
Source snapshot
Perplexity Sonar API response · perplexity/sonar-pro
Captured 2 November 2026 at 09:00
Open sourceSources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from Perplexity Sonar API (model perplexity/sonar-pro, gateway OpenRouter) with live web search; 4 source(s) came back from that search, 1 of them on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 3 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Emerging
Source snapshot
Gemini API (assistant panel) response · google/gemini-3.8-flash
Captured 2 November 2026 at 09:00
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Gemini API (assistant panel) (model google/gemini-3.8-flash, gateway OpenRouter) with no web retrieval, so no source was cited by the engine and none is recorded. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 3 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Emerging
Source snapshot
Claude API (web search) response · anthropic/claude-sonnet-5.5
Captured 2 November 2026 at 09:00
Sources the engine’s search cited
Evidence note
[Client brand] was not named in this answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B], [Competitor C]. Collected from Claude API (web search) (model anthropic/claude-sonnet-5.5, gateway OpenRouter) with live web search; 2 source(s) came back from that search, none on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Also named: [Competitor A], [Competitor B], [Competitor C]
Verified by [Reviewer name] on 3 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Competitor B] and [Competitor C]. [Remainder of the answer redacted in this sample.]
Confidence: Medium
Volatility: Emerging
Source snapshot
OpenAI GPT API (web search) response · openai/gpt-6.1-sol
Captured 2 November 2026 at 09:00
Open sourceSources the engine’s search cited
Evidence note
[Client brand] was named in this answer. It was the 2nd named brand in the answer. Other brands named, verified as literally present in the stored answer: [Competitor A], [Competitor B]. Collected from OpenAI GPT API (web search) (model openai/gpt-6.1-sol, gateway OpenRouter) with live web search; 3 source(s) came back from that search, 1 of them on the client's own domain. Whether the brand appeared was computed from the stored answer text, not decided by a model.
Position in the answer: #2
Also named: [Competitor A], [Competitor B]
Verified by [Reviewer name] on 3 November 2026 at 09:00
Read the stored answer
[Sample text in the stored-answer format; not a real engine response.] Firms often suggested for this include [Competitor A], [Client brand] and [Competitor B]. [Remainder of the answer redacted in this sample.]
Briefing context