Start with search evidence
Google merchant listing structured data still depends on clear product, price, availability, review, shipping, and return information.
AI shopping assistant demand still needs crawlable and verifiable product information; titles, structured data, FAQs, and comparison pages should answer buying questions together.
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 structured data, FAQs, shipping and return notes, and comparison anchor text to 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
Conversation entry points without product facts leave search engines and agents without trusted inputs. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.