Start with search evidence
Google's merchant listing structured-data documentation continues to foreground price, availability, ratings, shipping, and return fields.
AI shopping feels new, but it still needs reliable product pages, structured data, and crawlable facts to explain purchase choices.
Visibility is not demand
The useful question is not whether the page appeared somewhere; it is whether the search term, page promise, and next action fit the same reader job.
Check the page path
- Spot-check Product, Offer, Review, shippingDetails, and returnPolicy fields on priority product pages
- Keep the test narrow: one priority page with clear topic, source links, internal links, and a conversion action
What still needs proof
A visually strong page can still hide the facts search and AI systems need. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.