While large context windows enable feeding long documents into prompts directly, Retrieval-Augmented Generation (RAG) remains superior for massive enterprise vector search. Hybrid approaches leveraging semantic chunking and re-ranking yield the highest precision.
RAG vs Long Context Windows: Architectural Trade-Offs
Comparing Retrieval-Augmented Generation with extended context windows for enterprise knowledge bases.