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What makes the AI Visibility reporting defensible?

AI Visibility Scan · 2026-08-08

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The reporting is strongest when each metric has a clear definition and the limitations are disclosed. Successful business-content requests are separated from failed probes and technical discovery. Retrieval is not labelled as citation. Server requests are not called human visitors. Confirmed referrals require an identifiable browser referrer. The aim is to report observable evidence accurately rather than produce the biggest possible number.

Walkthrough of AI visibility reporting and the distinction between discovery, retrieval, citations and referrals.

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Natural follow-up · EvidenceHow should I interpret a retrieval that has no citation or referral?

Retrieval without a citation is treated as evidence of AI activity, but not proof of a published source. This signal means the AI fetched material without displaying it as a source. It shouldn't be treated as a citation or proof of interest; treat it as observable activity and rely on confirmed refe…

 Natural follow-up · ClarifyHow do you separate successful business-content requests from failed probes in practice?

We separate signals with clear definitions: discovery, retrieval, visible citation, and confirmed referral, and report them as distinct lines. A retrieval is considered successful only when the retrieved page contains approved facts that answer the question. If there’s no approved content, it’s a fa…

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