by Sanksshep Mahendra November 4, 2026, 9:20 pm AI How to Choose a Vector Database for Production RAG Why it matters: How to choose a vector database for production RAG: compare HNSW, pgvector, Pinecone and Qdrant with real benchmarks, costs and a 7-step plan.