Start with search evidence
AI search rewards pages that answer complete tasks and connect to useful next steps.
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
- Rewrite SEO pages around questions, checklists, comparisons, and proof
- 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.