Product Schema for AI Search: How to Make Price, Stock, and Specs Unambiguous to Shopping Agents
How to structure Product and Offer schema.org markup so AI shopping agents and Google read price, stock, and specs without guessing.

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How to structure Product and Offer schema.org markup so AI shopping agents and Google read price, stock, and specs without guessing.

Google restricted FAQ rich results to gov/health sites in 2023, then killed them entirely in 2026. Here's what FAQPage schema still does for AI search.

How Wikidata entries and schema.org sameAs chains let any AI system — not just Google — resolve your brand as a single, unambiguous entity.

How to build one canonical facts page AI answer engines can trust to resolve stale or conflicting claims about your company.
