Qdrant is an open-source vector search engine built in Rust, designed for production workloads. It enables efficient storage and retrieval of high-dimensional vectors, which are crucial for modern AI applications like recommendation systems, semantic search, and anomaly detection. The company focuses on providing a scalable and performant solution for managing and querying vector embeddings.