Explore the collection

AI Measurement guides. Understand the evidence behind AI visibility.

This collection covers the observation side of GEO: defining a prompt set, recording mentions and citations, reviewing source accuracy, and interpreting metrics with their denominators intact. The goal is a report that supports a decision rather than a score that hides its assumptions.

A useful reading path

Begin with the visibility guide to choose the questions and experiences you will observe. Move to citation tracking for record definitions and page-level review, then use the measurement guide to keep representation, visitor activity, and outcomes in separate layers.

Bright ideas. Practical next steps.

Make your next GEO step a clear one.

Share your public domain, audience, and priority questions. Start with a scope built around the information your readers actually need.