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Analytics & Measurement

AI-Visibility Measurement System

Built always-on tracking of mentions, citations, and share of answer against competitors across six AI engines.

AI visibility is not reportable if you only spot-check it. Without measurement, every AEO decision is a guess.

I built an always-on system that tracks mention rate, citation share, and competitive share of answer across six major AI engines, on a fixed question set per category.

It gives the team a weekly read on whether the work is moving visibility, and gives leadership a number they can trust.

Analytics & MeasurementAEO / AI Search