Start with search evidence
Search Console now has a dedicated view for visibility in generative AI features, which makes answer-surface diagnosis more concrete.
Use AI visibility as a page-improvement input: which pages are seen, why readers would click, and whether the page has a useful next resource.
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
- Map AI visibility clues to titles, FAQs, source cards, and related resources without exposing internal metrics
- Keep the test narrow: one priority page with clear topic, source links, internal links, and a conversion action
What still needs proof
Visibility tracking without page-task changes leaves the opportunity inside reports. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.