Implementation Blueprint for Vector Database: Pinecone vs Weaviate vs Chroma

Production RAG Systems

You’ve accepted that production RAG requires a vector database. Now you’re facing implementation decisions with real cost implications: which vendor, which embedding model, how to chunk your documents, and how to control the budget. This guide provides the frameworks and decision matrices for production implementation decisions.