Mention gap
Check entity clarity, category fit, buyer-question coverage, and whether the answer retrieves sources that name the brand in the relevant context.
AI-search measurement terms
AI mentions and citations are different signals.
A mention tells you that the observed answer named a brand. A citation tells you that the response included a source URL. Neither one automatically proves factual accuracy, endorsement, recommendation, ranking, or business impact.
AI mention and citation comparison
| State | Question answered | Required evidence | Separate next state |
|---|---|---|---|
| Mention | Did the answer literally name the brand? | Exact answer span and sample lineage | Stance and factual verification |
| Citation | Did the response include a source URL? | Exact URL and response association | Live-page and claim-scope verification |
| Verified support | Does the cited content support the claim? | Reachable content and matching evidence anchor | Publication/crawl/index lifecycle |
| Recommendation | Did the answer present the brand as a suitable choice? | Answer language, context, alternatives, and question intent | Conversion observation |
Why the distinction changes the action
Citation gap
Check whether a current page provides a direct, extractable, evidence-backed answer and whether independent or controlled source classes are legitimately missing.
Incorrect mention
Preserve the exact conflict, map the confused entity or stale source, and repair the smallest official fact or source discrepancy without rewriting unrelated pages.
Cited but unsupported
Treat the URL as a retrieval observation, not proof. Verify status, canonical, robots, live text, source control, and the exact claim scope before acting.
One free Quick Diagnosis per account
Measure mentions and citations as separate evidence
The official Quick workflow preserves repeated answer observations, cited URLs, confirmed business facts, and explicit provider outcomes. It does not convert every signal into one universal visibility score.
The intake opens the official GeoCheckTool workflow. You confirm Business Facts and buyer questions before any Quick run. No credit card is required for the one free Quick Diagnosis.
AI mention and citation FAQ
Can an answer mention a brand without citing its website?
Yes. A mention belongs to the answer text; a citation belongs to the source list or linked evidence. They can occur independently.
Can a cited page fail to support the answer?
Yes. The page may only name a domain, contain stale content, redirect, or support a narrower claim. Citation verification requires opening the exact URL and checking the relevant content.
Is a recommendation the same as a positive mention?
No. A brand can be named neutrally, negatively, as an alternative, or as a recommended option. Mention, stance, factual verification, and recommendation should remain separate observations.