What we find inside the audits

We run AI-search visibility audits for agencies, measuring ChatGPT, Gemini, Claude, and Perplexity. These are the notes from that work: what the engine actually checks, what the numbers look like across real audits, and how the answer engines pick the sources they cite. No general SEO advice.

• How to Check If a Brand Appears in ChatGPT (Manual Method + Free Tool)
  July 18, 2026 · 8 min read
  Asking ChatGPT once tells you almost nothing. Here's the query-matrix protocol we use in every AEO audit, and what mentioned, cited, and recommended actually mean.