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Why LLM Recommenders Will Be AI's Biggest Consumer App — Devansh Tandon, Meta

AI Engineer · Sep 25, 2026 · Industry Trends

LLM recommender systems follow LLM scaling laws and will become AI's biggest consumer app

“the LLM recommender will become one of the biggest consumer applications of AI”

Meta's head of Recommendations Research argues that recommender systems obey the same power-law scaling curves as LLMs, and that the industry is at a very early point on that curve. He positions LLM-powered recommenders—already serving over a billion daily active users across Instagram and Facebook—as the sleeper giant of consumer AI. Semantic identifiers and generative search, ideas he introduced at last year's AI Engineer, have since moved from research into production at YouTube, Spotify, and DoorDash, signaling broad industry adoption.

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