FrontierAI.Engineer
RAG & Grounded Generation

Document Store

A document store is the indexed repository of all content a RAG system can retrieve from. It holds the original or chunked documents alongside any associated metadata and the embedding vectors used for similarity search. Document stores range from purpose-built vector databases to augmented traditional search engines. The store's update latency — how quickly new or revised documents become searchable — determines how current a RAG system's knowledge can be.