How Retrieval-Augmented Generation Fails

By C.W. Jameson · Published 15 February 2026 · Last reviewed 15 March 2026

RAG pipelines look simple until they are in production. Here are the failure modes that surprise every team.

The 8 most common RAG failure modes: chunk size, retrieval recall, reranking misses, and more.