
What is RAG? A Complete Guide to Retrieval-Augmented Generation for Developers
RAG is the most deployed LLM pattern in enterprise software today. Here is what it is, how it works, why it beats fine-tuning for most use cases, and what separates a working RAG demo from a production RAG system.
Pankaj Kumar
20 May 2026 · 10 min read



