CodingFreemium Last reviewed January 2021

Pinecone

The managed vector database most RAG systems were built on.

Visit Pinecone Free Starter tier; Standard from $50/mo minimum

What is Pinecone?

Pinecone is a fully managed vector database for storing embeddings and running similarity search at scale — the retrieval layer behind many RAG applications. Serverless pricing means you pay for what you store and query rather than provisioning servers.

Key features

  • Serverless vector indexes with pay-per-use pricing
  • Hybrid search combining dense and sparse vectors
  • Built-in reranking and integrated embedding models
  • Namespaces and metadata filtering for multi-tenant apps
  • SDKs for Python, Node, Java, Go, and .NET

Pros

  • Zero-ops — no clusters to size or manage
  • Battle-tested at scale by many production RAG systems
  • Integrated embedding and reranking reduce moving parts

Cons

  • Costs climb quickly with high query volume
  • Closed source — no self-hosting
  • Less flexible schema and search features than Weaviate or Postgres extensions

Best for

Teams building RAG who want managed infrastructureSemantic search over large document setsMulti-tenant SaaS with per-customer namespaces

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