Qdrant
Qdrant is a high-performance vector database written in Rust, delivering exceptional speed and memory efficiency for similarity search. It supports filtering, payloads, and distributed deployment out of the box. Best for performance-critical applications where query latency and throughput matter, with both self-hosted and managed cloud options.
AI ToolFree Tier: Free self-host; cloud tierCompany: Qdrant SolutionsCategory: InfrastructureOpen Source: YesQuick Start: Run with Docker: 'docker run -p 6333:6333 qdrant/qdrant' → Install the Python client with 'pip install qdrant-client' → Create a collection, upsert vectors, and searchVisit Qdrant