The AI Agent Long-Tail Problem: Why Niche Products Are Disappearing From AI Shopping Recommendations
AI shopping agents systematically favor a small set of popular products in their recommendations because the models are trained on web data that over-represents already-visible brands. This creates a long-tail visibility crisis that is the exact inverse of traditional SEO, where niche and specialized products could win on specificity. For ecommerce stores with deep catalogs, independent brands, or specialized inventories, this is the most urgent AI discoverability problem of 2026. ...