How to measure the ROI of AI visibility

Measuring the return on AI visibility is genuinely harder than measuring SEO or ads, and it is worth being honest about why: a large share of AI-assisted buyers never click a tracked link — they read a recommendation, remember a name, and arrive later as direct or branded traffic. So the old last-click funnel undercounts it badly. A practical approach works on three levels. First, leading indicators you control and can track consistently: your AI-readiness signals and how often, across a fixed set of buyer prompts, the assistants name you versus competitors. Second, directional demand signals: branded search volume, direct traffic and 'how did you hear about us' answers that mention an AI assistant, watched for lift as your visibility improves. Third, the real outcome: new customers who, when asked, say an assistant pointed them to you. None of these is a clean click-to-conversion line, but together they tell you whether being named by AI is turning into demand.

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