Example scorecard

Sample Local Business

Home services in Sampletown · 58/100 · anonymised demonstration

PresenceDo AI engines know you exist?

AccuracyIs what they say true?

CompletenessDo they know what you offer?

RecommendationDo they recommend you, or a rival?

Source qualityAre they reading trustworthy sources?

Example findings

This demo uses a fictional business. Real customer scorecards are private and only visible to the confirmed business owner or manager.

!High · EntityConfusionPerplexityExtractorAI says the business may be closed or defunct.

This is the kind of finding that can stop a buyer contacting you.

"Sample Local Business appears to be permanently closed, although the company website still lists active emergency appointments."Verbatim evidence · Perplexity · live answer

!Med · CompetitorRecommendedChatGPTExtractorAI recommends another local provider for the same job.

Competitor names are masked in the browser demo. Private reports show the full evidence trail.

"For urgent work in Sampletown, I would compare Sample Local Business with [competitor hidden] because they have clearer recent reviews."Verbatim evidence · ChatGPT · memory answer

!Med · OmissionGeminiExtractorAI does not mention a key high-value service.

"They offer general repairs and maintenance." The answer omitted emergency call-outs, installations and commercial contracts listed on the owned website.Verbatim evidence · Gemini · live answer

iLow · NotFoundClaudeBackstopOne model could not confidently identify the business.

"I cannot find enough reliable information to confirm this business."Verbatim evidence · Claude · memory answer

+Positive · SourceQualityOpenAIExtractorAI cites the owned website for core facts.

"The company website lists 24-hour support, service areas and contact details."Verbatim evidence · OpenAI · live answer

Memory Answers

Ungrounded answers show what models appear to know without fresh browsing.

iChatGPT · memoryOk

Who are Sample Local Business?

Sample Local Business appears to be a home services provider in Sampletown, but public details are inconsistent.

!Claude · memoryOk

Can I trust Sample Local Business?

I do not have enough reliable information to verify this company without checking current sources.

Live Answers

Grounded answers show what AI says after using search or web grounding.

!Perplexity · liveOk

Is Sample Local Business still trading?

Search results conflict: the owned website is active, but one third-party listing suggests the business may be closed.

+Gemini · liveOk

What services do they offer?

They provide general maintenance and repairs, with limited detail in search snippets.

What the owner gets next

A private report will show the full evidence, competitor names, affected engines, source fixes, and a practical action plan.

Scan my business free See methodology