Measure share of mention and citation share
Brand mention rate tells you whether the answer system includes the brand. Citation share tells you whether your pages or third-party assets are used as sources. Both are needed.
Operations
AI visibility monitoring methodology
A practical operating model for tracking brand mentions, citations, sentiment, competitors, and publishing actions over time.
- Visibility monitoring should connect prompts, answers, citations, competitors, and actions.
- Use trend lines instead of overreacting to one answer.
- Every recommendation should point back to evidence and a publishable fix.
Compare against competitors
A brand may have low absolute visibility but still be improving if competitors are also missing. Conversely, a brand may appear in answers but lose the best citation slots to stronger sources.
Connect monitoring to publishing
The outcome of monitoring should be a prioritized backlog: fix crawlability, rewrite answer pages, add FAQ, add evidence, create comparison pages, or build third-party citations.
FAQ
What is a good first metric?
Start with brand mention rate and cited URL count across a small set of high-intent prompts, then expand coverage.