Qdrant is a high-performance, open-source vector similarity search engine and database built in Rust by Qdrant Solutions GmbH in Berlin. It enables fast nearest-neighbor search over dense and sparse vectors with filtering, making it core infrastructure for AI, recommendation systems, and semantic search.