AI visibility measurement: what to track, what to separate, and what not to promise
A practical model for separating answer presence, citations, source evidence, referral traffic, and business outcomes.
Updated July 27, 2026 · 11 minRead guide
Research-backed explanations of AI visibility, GEO, source intelligence, and the measurement boundaries that keep the work useful.
A practical model for separating answer presence, citations, source evidence, referral traffic, and business outcomes.
Crawlability, canonicals, sitemaps, structured data, internal links, AI search crawlers, measurement, and honest limitations.
The public Source Map records real technical problems found on Foremention.com, how they were verified, which fixes shipped, and which external signals still require connected data.
Inspect the live Source Map