Creator viewpoint comparison

Schema vs visible text / LLMs

A deterministic grouping of public source-backed insight cards. This page compares what creators said without declaring a winner.

Creator Viewpoints

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

    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...

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