Start with search evidence
Search snippets, AI summaries, and shopping comparisons need reliable product facts.
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 priority SKUs for price, availability, reviews, shipping, returns, and use-case language
- Keep the test narrow: one priority page with clear topic, source links, internal links, and a conversion action
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.