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The AI Visibility Audit: The Complete Framework

A complete, vendor-neutral audit framework for AI visibility. Six layers, each with the questions to ask and the evidence that answers them.

5 pagesPDFJuly 2026
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What's inside

  • The six audit layers, from crawl access to recommendation share
  • What evidence counts at each layer, and what is theater
  • A grading rubric you can apply to any tool on the market
  • How CiteHawk scores itself against the same rubric

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