JSON-LD Schema Markup That AI Engines Actually Parse

You already know structured data helps Google display rich results. But here's the question that matters now: does your JSON-LD help AI engines like ChatGPT, Perplexity, and Gemini understand and cite your content? LLMs don't consume JSON-LD the way Googlebot does. But the retrieval systems that feed those LLMs — the RAG pipelines — absolutely benefit from well-structured data. How AI Search Engines Use Structured Data Crawl & Index: AI search engines crawl the web, indexing both page content and structured data. Retrieval: When a user asks a question, structured data helps the retrieval system understand what a page is about . Context Assembly: Retrieved documents are assembled into a context window. Clean structured data makes entity relationships explicit. Generation: Pages with clear structured data are easier for the LLM to extract accurate claims from. JSON-LD doesn't directly "rank" you in AI search. But it makes your content easier to retrieve correctly and harder to misreprese