Why Vector Databases Failed in Production RAG: The SmartQueue Story

RAG systems don't require complex vector databases in production—this breakdown of SmartQueue's pipeline shows how BM25 search and careful prompt engineering can outperform ChromaDB in resource-constrained deployments. For developers building AI assistants grounded in internal knowledge, the author's architectural decisions and honest tradeoffs offer practical lessons that differ sharply from typical RAG tutorials.