We query multiple leading large language models via API — the same kind of AI technology behind ChatGPT-style assistants. Model names are technical identifiers; coverage expands as new assistants gain adoption. How we measure →
Direct answers vs search-grounded answers
We sample two answer channels. Direct: the model answers from its own knowledge, with no web retrieval. Search-grounded: we run a real web search for each question and have the model answer only from those results — so its citations are real, verifiable URLs.
Gaps
Gaps
Who the AIs recommend instead
How many AI answers in this scan mention each business.
Action plan
Your action plan 4 fixes to start
Prioritized next steps generated from this scan — the Optimize plan turns these into a monthly, tracked program.
Verify
Verify the fixes
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?Simple function of your mention rate: A = mentioned in 60%+ of answers, B = 30–59%, C = 10–29%, D = 1–9%, F = 0%.
The search-grounded channel simulates an AI assistant with web search (retrieval + model synthesis). It is not a direct measurement of ChatGPT search, Perplexity or other proprietary assistants.
25 search-grounded sample(s) were skipped this scan because the monthly web-search quota was reached. Direct-channel results are unaffected.
Note: 86 of 300 AI answers could not be retrieved due to a temporary provider issue and were excluded from the scores above. Re-run the scan later for full coverage.
This scan asked 25 AI-generated buyer questions across 12 AI models (300 answers sampled).
Mention by question
Which buyer questions triggered a mention of your business — per AI model.
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Answer excerpts
Three representative answers — the full set is below.
25%
3
S&D Plumbing
45 answers
24%
4
Stan’s Heating
19 answers
10%
5
Reliant Plumbing
18 answers
10%
Swipe sideways to see the full table.
Sources the AIs cite
Domains referenced in the AI answers — getting listed on these is the fastest way to be recommended.
Source analysis — where the AI answers get their facts
Which pages the AI answers cited, how often Radiant Plumbing made it into those citations, and where competitors get sourced without you.
Most-cited pages
Every page the AI answers pointed to in this scan, ranked by how often it was cited.
Swipe sideways to see the full table.
Citation Gap — where the AIs source your competitors
AI-generated from the actual page content. Being cited correlates with AI visibility but doesn't guarantee recommendations — verify before acting.