AI-search visibility is fragmented and still not a business-impact metric

Brands are increasingly represented in AI answers by independent mentions across Reddit, YouTube, Wikipedia, reviews, and trade media. Ahrefs and Semrush evidence indicates correlations, platform variation, and limited overlap between mentions and citations, but no reliable causal benchmark; visibility must be tied to qualified leads, deduplicated conversions, revenue, and incrementality.