AI-search visibility cannot be measured through rankings alone. Businesses need to track citations, brand mentions, source pages, prompt coverage, referral traffic, accuracy and commercial outcomes across ChatGPT, Gemini, Perplexity and Google’s AI experiences. This guide explains how to build a repeatable measurement framework without treating isolated AI answers as reliable performance data.