AI visibility work is often reduced to a single question: “What position did my brand get?”
That is a useful signal, but it is not enough to understand whether an answer is actually helping a user. A stronger measurement process separates at least three things:
Mention — Is the brand or product named?
Citation — Does the answer link to, or rely on, a source from the brand?
Context — Is the mention accurate and relevant to the question?










