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Pinecone is a hosted vector database. Use as an alternative to Convex’s built-in vector search when:
  • You have very large vector indexes (10M+ vectors).
  • You need specialty features (hybrid search, namespaces, sparse-dense).
Full walkthrough being written.

Setup

PINECONE_API_KEY and PINECONE_INDEX_NAME in vly secrets. Use the Pinecone SDK from a Convex action.

Convex vector search

The default; cheaper for most use.

Qdrant

Open-source alternative.

OpenAI

For embeddings.
Last modified on April 18, 2026