Low data confidence: only 113 of 300 sampled answers were retrieved (38%). The grade and rates above are computed from retrieved answers only and may not be representative — re-run the scan later for a fuller picture.
Evidence
Evidence
Per-model breakdown
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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Unreachable: Grok 4.5 (xAI), Grok Composer 2.5 (xAI), Grok 4.5 (xAI, web search), Kimi K3 (Moonshot)
ChatGPT, Gemini and Claude were not reachable in this scan, so this grade only reflects the other engines.
?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: 162 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.
Swipe to see all models →
Answer excerpts
Three representative answers — the full set is below.
19%
3
ABC Home & Commercial Services
21 answers
19%
4
Roto-Rooter Plumbing
9 answers
8%
5
Stan’s Heating
8 answers
7%
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