AI Visibility

Without prompt taxonomy, AI monitoring becomes a screenshot collection. Fix intent, role, market, platform, and evaluation labels.

Mentions, citations, recommendations, accuracy, and conversion are different signals. Build a layered scorecard with conditions.

Google provides visibility reporting for generative AI features. Turn country, device, page, and time data into actions.

AI answers vary, so one prompt cannot represent durable visibility. Define prompts, platforms, markets, frequency, snapshots, and review rules.

AI search visibility should not be judged by feeling. These five metrics make GEO performance measurable and repeatable.