Most product pages were never built for this kind of visitor. They were designed around human browsing patterns, optimized for Google’s crawlers, and organized by categories that make sense to shoppers clicking through menus. AI engines operate differently. They parse, embed and synthesize. They look for semantic clarity, structured relationships between entities, and factual density. A product page that works for a human shopper may be completely invisible to ChatGPT, Perplexity, or Google’s AI Overviews.
Industry Insights Blog
Building websites that AI can shop
Most product pages were never built for this kind of visitor. They were designed around human browsing patterns, optimized for Google’s crawlers, and organized by categories that make sense to shoppers clicking through menus. AI engines operate differently. They parse, embed and synthesize. They look for semantic clarity, structured relationships between entities, and factual density. A product page that works for a human shopper may be completely invisible to ChatGPT, Perplexity, or Google’s AI Overviews.




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