NeedleFoundAI
Sample report

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SAMPLE DATA. Greensboro Brightpath HVAC is a fictional business. Every count and date on this page is invented for illustration.

Named Rate (sampled)

SAMPLE DATA: how often the fictional business was recommended.

Competitors

SAMPLE DATA: which fictional rivals were named instead.

Wrong facts

SAMPLE DATA: AI said X; you told us Y, with the owner-confirmed source.

Fix list

SAMPLE DATA: plain-English next steps, in priority order.

Report excerpt · Competitor naming
Brightpath HVAC
GREENSBORO, NC · HVAC
SAMPLE DATA
Oct 1–7, 2026216 fictional answers
Named Rate (sampled)19%41 of 216 answers41 named · 175 not named
Who got named instead
  • Triad Comfort Heating & Air40% (86/216)
  • Gate City Air29% (63/216)
  • Brightpath HVAC (sample subject)19% (41/216)

Share of answers naming each business. One answer can name several, so bars don't add to 100%.

SAMPLE DATA. Every count and business here is a fictional example, not a live check or a promise of future visibility.

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SAMPLE DATA · fictional business · not a real result
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Questions

Straight answers.

What is an AI visibility check?

NeedleFoundAI asks buyer-style questions about your category, town and services, then records which businesses AI assistants recommend. Your report shows the pattern, competitors named instead, dated evidence and a plain-English fix list.

What does Named Rate (sampled) mean?

It is the percentage of completed, sampled answers that recommend your business. The report includes the number of answers, sampling dates and systems actually checked. A passing mention does not count as a recommendation.

Is the Full Report a subscription?

No. The Snapshot is free and the Full Report is a one-time purchase for each fresh check. You can re-check when you want another dated sample to compare.

Do you need my website or Google passwords?

No. Readiness checks use public information and facts you confirm. NeedleFoundAI does not ask for third-party passwords. Your customer reports stay private to you.

Which AI systems do you check?

NeedleFoundAI supports official APIs for ChatGPT, Claude, Gemini and Perplexity. Every result identifies the systems actually sampled. Gemini API answers are not Google AI Overview results.