# Not Every RAG System Needs a Vector Database
Everyone building RAG systems starts the same way.
Document → Chunks → Embeddings → Vector Database → Similarity Search → LLM
That pipeline works. But it is not the only way to retrieve information. A
sailokeshdevathi.hashnode.dev8 min read