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Schema vs visible text / LLMs

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@@build_in_public · 1

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An experiment is cited where LLM extraction worked from visible HTML text plus schema, but not from schema-only product information.

@@build_in_public · asserts

If you've ever had an SEO agency try to rip you off by saying you need schema for LLMs for AI, look at this. This guy just put out a viral LinkedIn post showing how ChatGPT is just Royan product schema right here. These different colors mean that ChatGPT is not understanding the schema and isn't using it. This stuff is very expensive for SEO agencies to i...

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If you've ever had an SEO agency try to rip you off by saying you need schema for LLMs for AI...

@@build_in_public · 2025-09-17

If you've ever had an SEO agency try to rip you off by saying you need schema for LLMs for AI, look at this. This guy just put out a viral LinkedIn post showing how ChatGPT is just Royan product schema right here. These different colors mean that ChatGPT is not understanding the schema and isn't using it. This stuff is very expensive for SEO agencies to i...

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Evidence Passages

If you've ever had an SEO agency try to rip you off by saying you need schema for LLMs for AI, look at this. This guy just put out a viral LinkedIn post showing how ChatGPT is just Royan product schema right here. These different colors mean that ChatGPT is not understanding the schema and isn't using it. This stuff is very expensive for SEO agencies to implement. So SEO agencies will lie to clients saying you need this for LLMs. Then they can charge an arm and a leg for something that's not actually going to ge...