Alimama Tech
May 14, 2026 · Artificial Intelligence
How LLM-Auction Lets Large Language Models Learn to Auction Marketing Content Within Answers
The article presents LLM-Auction, a novel AI‑native marketing mechanism that unifies ad allocation and answer generation by training large language models to conduct auctions directly on their output distribution, achieving higher allocation efficiency without extra inference cost.
AI-native advertisingLLM-Auctiongenerative auction
0 likes · 17 min read