Do AI assistants know this business exists? Asked cold, graded against the facts.

Asks real AI models about a UK business with no hints and grades each answer against the verified profile (knows / vague / unknown / confused), with a 0–100 score and what to fix.

More and more customers ask an AI assistant who to use, and most small businesses have no idea whether those assistants know they exist. This endpoint asks real AI models (answering from memory, without browsing) about a business with no hints, then grades each answer against the verified profile: knows it, half-knows it, has never heard of it, or confuses it with someone else. You get a 0–100 score and the specific things that would change the answer.

what you’d build with it

Agencies and SEO tools

Add AI visibility (GEO) to every client report, measured the same way each month.

Onboarding and audits

Show a new client where AI stands on them today, as the before picture.

Directories

Flag which listed businesses AI assistants can't find yet.

example response

{
  "business": { "name": "Example Bakery", "whatTheyDo": "Sourdough bakery and café." },
  "visibility": {
    "score": 33,
    "results": [
      { "model": "openai/gpt-4o-mini", "recognition": "unknown", "note": "Said it didn't know the business." },
      { "model": "anthropic/claude-haiku-4-5", "recognition": "vague", "note": "Knew the name, wrong town." }
  …

Abbreviated. The full example, every endpoint and runnable code are in the implementation guide above; the integration pack downloads beside it. No account needed to read any of it.

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Why developers pick it

Asked cold

No hints, no website pasted in: the question a customer would actually ask.

Graded, not guessed

Each answer is checked against the verified profile, so 'confused with someone else' is caught.

UK small business first

Built for the businesses these assistants know least about.

The engine behind the free checker

The same check our free AI Visibility Checker and members' monthly watch run.

Terms & disclaimer. Provided “as is” with no warranty. Results are derived from public sources and, in places, generated by AI — they may be inaccurate or out of date and are not legal, professional or credit advice. Company data contains public sector information licensed under the Open Government Licence v3.0; the Registers API contains Environment Agency information © Environment Agency and/or database right, used under the Environment Agency Conditional Licence. Any logos returned remain the trademarks of their owners (nominative/identification use only, no endorsement implied). Any scores or ratings are an indicative opinion, not a statement of fact about a company. You are responsible for your own use. See the full API Terms of Use or get in touch.