Where the buying flow shifted
Google already treats merchant listing, price, stock, shipping, and return facts as part of product visibility.
If a product page tells a brand story but does not expose price, stock, shipping, and returns clearly, AI shopping systems have weak material to cite.
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
- Make price, availability, shipping, returns, and key specs readable on-page and structurally explicit
- Keep the test narrow: one priority product or checkout flow before expanding recommendation, authorization, payment, and support work
What still needs proof
Missing facts can leave a page visible without earning clicks. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.