Find the right AI tools for any job, task or industry.TASK
Store & search embeddings
Run vector search for semantic search and retrieval applications. ToolGrail lists 5 AI tools for this task, including Milvus, Pinecone, Qdrant and Weaviate.
Tools for this task
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| MilvusMilvus project | Open-source vector database built for large-scale similarity search. | Open source | Tool | Site checked |
| PineconePinecone | Managed vector database for search and retrieval in AI applications. | Free + paid | Tool | Site checked |
| QdrantQdrant | Open-source vector search engine and database. | Open source | Tool | Site checked |
| WeaviateWeaviate | Open-source vector database with hybrid search. | Open source | Tool | Site checked |
| pgvectorpgvector project | Open-source PostgreSQL extension for storing and searching embeddings. | Open source | Tool | Site checked |
Roles that do this work
No paid ranking. Reviewed 2026-11-04. Tool fit is an editorial suggestion based on published capabilities. See sources & methodology →