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Research notes. Everything we've filed under research.

Essays on consumer AI, product taste, and the human problems worth building for.

Semantic AI Search in E-Commerce Statistics You Need to Know in 2026
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Semantic AI Search in E-Commerce: 50+ Statistics You Need to Know in 2026

AI-referred shoppers convert 50% better than organic, AI search traffic is up 527% year-over-year, and 60% of searches now end without a click. Every key stat on where e-commerce search is heading, sourced from primary research.

Vaibhav Singh9 min readJul 19, 2026