Measurement

Your AI Visibility Score Says a Brand Showed Up, Not That It Should Have

A ground-truth benchmark for AI brand recommendations, built from Amazon's ESCI dataset where human raters labelled which brands are relevant to each query. Ranking brands by share …

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Princy Gandhi

Top Five Factors That Change AI Visibility Results Between Chat Applications and APIs

Why AI visibility tools that query a model API don't measure what customers actually see in a chat app. A controlled experiment across seven brands found that turning search off …

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Princy Gandhi