Qdrant

Qdrant is an open-source vector database and search engine designed for AI applications. It offers on-premise, cloud, and hybrid SaaS options and is built in Rust for performance, with features such as HNSW-based nearest-neighbor search and quantization to reduce memory usage. The platform enables embedding-based matching, retrieval-augmented generation, and scalable vector search across unstructured data.