Start with search evidence
Structured product fields help search, snippets, shopping comparison, and AI assistants understand store inventory.
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
- Audit product data before adding another shopping assistant
- Keep the test narrow: one priority product or checkout flow before expanding recommendation, authorization, payment, and support work
What still needs proof
Treat this as a primary signal, then still check pricing, limits, and real adoption before acting. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.