How to evaluate AI-search visibility without pretending there is one rank.
AI answers vary by engine, model, mode, location, account, and time. A useful evaluation therefore freezes a question cohort, records observable evidence, separates citations from mentions, and keeps real lead outcomes in a different ledger.