What to audit
Technical crawlability, metadata, structured content, citations, and the pages that support an AI-generated shortlist.
For SEO teams
Add AI answer evidence to the technical and search work you already own.
Connect crawl findings and optional Search Console evidence with provider-level answer patterns and source visibility.
What to reconcile
Search Console performance, provider answers, observed entity mentions, and the source domains appearing around important prompts.
What to prioritize
A focused investigation tied to an affected URL and retained evidence, rather than an unscoped AI visibility score.
Search evidence
Join crawl, search, and answer evidence in one review.
Bring the technical backlog and AI discovery questions into the same review. Use a small prompt set to identify which page, source, or entity explanation deserves the next SEO experiment.
Illustrative prompt set
Example SEO evidence set
Technical signal
Which indexable page, metadata field, or structured-content issue could make the answer harder to support?
Search context
Which pages and queries already earn search attention around the category or problem?
AI citation gap
Which owned source is missing when providers mention the brand or recommend an alternative?
Keep the question stable, repeat the observation, then attach the answer and source trail to the next review.