Agentic RAG
Pinecone
Managed vector database for production RAG and search.
Best when the team wants managed infrastructure and predictable production search operations instead of running vector storage itself.
Choose Pinecone when operational simplicity is worth the managed-service dependency. Validate cost with real chunk counts early.
Best for
- managed vector search
- production RAG
- hybrid search
Not ideal for
- teams requiring self-hosted open source infrastructure
- tiny prototypes where local storage is enough
Core concepts
indexesnamespacesmetadata filtersserverless
Minimal implementation shape
Create an index, upsert chunk embeddings with tenant metadata, query with filters, and track read/write usage against expected traffic.