Start with search evidence
Google merchant listing guidance connects product visibility with offer, shipping, return, and merchant facts.
AI commerce pages should expose whether the product can be shipped, returned, paid for, bundled, or compared before a buyer reaches checkout.
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
- Add shipping region, return window, payment route, and support entry beside price and availability
- Keep the test narrow: one priority product or checkout flow before expanding recommendation, authorization, payment, and support work
What still needs proof
Missing merchant facts create abandoned comparisons and support questions. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.