Research

Field reports from a working GEO agency. Live case studies, methodology, and what we learn measuring ourselves first.

  1. How Much of Your AI Crawler Traffic Is Fake?

    We checked every request claiming to be an AI crawler on three sites against the operators' own published IP ranges. On a logistics company's site 28% was counterfeit, and 104 Google Cloud addresses were cycling up to sixteen crawler identities each.

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  2. Do LLM Bots Actually Read JSON-LD, and Will They Cite It?

    Result: yes, but only when they fetch the page. We planted a coined term where no human can see it, and Grok read all five planted terms straight out of our structured data - then showed us the curl command it used. The engines that answered from memory cited our competitors instead.

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