Keyword search is all you need: Achieving RAG-Level Performance without vector databases using agentic tool use

Researchers found that simple keyword search within agentic AI frameworks can achieve over 90% of the performance of traditional RAG systems without requiring vector databases. This approach offers a more cost-effective and simpler alternative for AI applications requiring frequent knowledge base updates.