TLDR Tech / Marketing
AI Visibility at Scale: Learning From 9M Prompts and 400+ Enterprise Brands
Analysis of 9 million AI answers reveals that many common assumptions regarding geo-visibility are incorrect. There's no positive correlation between sentiment and citations, and traditional listicles often perform worse than comprehensive, ordinary pages. YouTube provides the most significant third-party boost at 2.8x, surpassing LinkedIn and Reddit, while up to 58% of citations never reappear. Furthermore, up to 75% of answers citing a brand's page fail to mention the brand by name, suggesting that citation counts alone may inflate perceived impact. Brand volatility is a stronger predictor than platform, and the most consistent performers are characterized by extensive topical coverage and robust third-party mentions.
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