
On-Page GEO Patterns for a ranked product
The tab is explicit about what is fact and what is inference. Patterns marked OBSERVED were found in the cited pages’ actual HTML; anything marked ESTIMATED — including “why it might matter” interpretations — is analysis, not observation.
Overall summary
Where They Focus GEO condenses the audit into one narrative: which of the three focus areas — Content Structure, Meta Information, and Technical — the product leans on for its AI visibility, with the observed patterns listed under each. Below it, What we observe · Why it might matter splits the reading in two: what the cited pages actually do, and what that likely means for how AI extracts and cites them.The pattern-by-pattern audit
Each focus area has its own tab, opening with a note on what that signal group does for AI citation — and every pattern is a card showing:- the pattern’s definition (e.g. Answer-first structure: the first sentence under the H1 gives a direct definition or summary of the topic)
- how many of the cited pages it was observed on (e.g. 4/4)

