Qdrant delivers blazing-fast vector similarity search as an open source engine written in Rust. The solution provides scalable search capabilities through a convenient API, supporting applications like recommendation systems, image search, and anomaly detection. Developers choose Qdrant for its combination of performance, flexibility, and resource efficiency—especially valuable when dealing with large-scale datasets. The project's active community and commercial support options make it suitable for both startups and enterprises.