Measuring What Matters: AI Visibility Metrics That Predict Revenue
Not all AI visibility metrics are useful. Citation volume is vanity. Citation share, context quality, and referral conversion are the metrics that actually predict revenue.
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Not all AI visibility metrics are useful. Citation volume is vanity. Citation share, context quality, and referral conversion are the metrics that actually predict revenue.
Channel-level attribution says "AI drove X revenue." SKU-level attribution says which products AI recommends, which are invisible, and what the revenue impact is per product.
AI search engines recommend products to millions daily. Most brands can't measure the revenue impact. This guide explains how to build an attribution framework from crawler intelligence to SKU-level sales.