Research

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

  1. 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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