One Polluted Page Is Enough: Evaluating Web Content Pollution in LLM Recommenders
11 Jun 2026
Search-augmented LLMs increasingly mediate everyday consumer recommendations by retrieving live web content. This creates a new risk: LLM recommenders may consume web content that Generative Engine Optimization (GEO) operators have polluted to mislead them.