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AI-Visibility Audit

Measures who gets named and cited across AI answer surfaces.

Invoke/ai-visibility-audit

Measures who gets named and cited across AI answer surfaces.

The house GEO methodology, made executable: twelve buyer-intent prompts, four AI surfaces — ChatGPT, Perplexity, Google AI Overviews, Gemini — three runs each. 144 real measurements per audit.

Every run records whether the client is cited, named, or absent, at what position, and against which competitors. No estimates, no memory — if a surface can't be measured, it says so.

Step by step

  • Give it the client, market, and competitor set — or let it reuse existing competitive research.
  • It runs the full prompt matrix through the browser, logging as it goes.
  • Scores roll up into a visibility index per surface, benchmarked against competitors.
  • The report ships as a gated, bilingual client page with prioritized recommendations.

The result

A measured visibility index, competitor comparison, and an action list — repeatable monthly for delta tracking.

Noord Studio — Resources · AI-Visibility Audit · Internal reference