Schema markup missing for AI search — how to fix it

When schema markup is missing or minimal, AI systems and search engines must infer facts from unstructured HTML alone. That increases errors on prices, services, locations, and FAQs. The fix is to add accurate JSON-LD blocks per page type — Organization on the homepage, Product or Offer on commercial pages, FAQPage only where real FAQs exist — and validate the live HTML source after deploy.

Google notes that structured data is not strictly required for generative AI features in Search, but it still helps parsers and can support eligible rich results where Google offers them. For AI assistants, clear JSON-LD reduces ambiguity when they quote your business details.