Qdrant
High-performance vector similarity search engine in Rust
Verdict
Fastest single-node performance benchmark in the Open Vector Benchmark. Payload filtering is rich and efficient. Best self-hosted choice for performance-critical workloads.
Other Vector Databases
- ChromaStable
Embedded, developer-first vector database
- Elasticsearch Vector SearchProduction
Vector similarity search built into the Elasticsearch engine
- LanceDBExperimental
Embedded serverless vector database backed by Lance columnar format
- MilvusStable
Cloud-native distributed vector database for billion-scale
- MongoDB Atlas Vector SearchStable
Native vector search within MongoDB Atlas — no separate database needed
- PineconeProduction
Fully managed serverless vector database

