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HEURISTIC CHECK · NOT A LIVE AI QUERY

We evaluated the structural signals AI crawlers use to decide whether to cite a brand. We did NOT run live queries against ChatGPT, Perplexity, or Gemini.

For that → AI Visibility Audit (50 prompts × 4 models, 5 days, 1,200 EUR).

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Visibility intelligence for brands that need to be cited by AI.

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Monthly field notes: GEO + infrastructure. No fluff.

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