Where the buying flow shifted
AI shopping assistant, agentic commerce, and merchant listing demand all lead back to product facts: price, availability, shipping, returns, and reviews.
Commerce teams should treat product pages as shared infrastructure for users, search systems, and shopping agents.
Do not trust one metric
The signal matters when it clarifies the buying path, not when it adds another isolated commerce feature.
Check the transaction boundary
- Audit 10 priority SKUs for price, availability, shipping, return policy, reviews, and use-case language
- Keep the test narrow: one priority product or checkout flow before expanding recommendation, authorization, payment, and support work
What still needs proof
Structured data does not replace real fulfillment. Inaccurate inventory, shipping, or refund claims will fail faster. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.