Start with search evidence
Google Merchant Listing structured data uses product, price, availability, shipping, return, and merchant facts to improve commerce search presentation, which overlaps with what an AI shopping agent needs.
A commerce topic should not only discuss AI assistants; it should make buying-confidence facts visible on the page.
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
- Check whether priority product pages expose price, availability, shipping, returns, reviews, brand, and merchant details
- Keep the test narrow: one priority page with clear topic, source links, internal links, and a conversion action
What still needs proof
If search entry points do not show trust facts, visibility may not turn into visits or orders. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.