
Best Practices
AI Search Visibility Scorecard: How to Measure Citations, Mentions & Click Impact Across AI Overviews, ChatGPT & Perplexity
A repeatable scorecard to track AI Overviews, ChatGPT, and Perplexity visibility using citations, mentions, prominence, and click impact—then tie changes to GSC and controlled UTMs without over-attribution.
Mika Sandgrove | | 4 min read











