Qdrant

Qdrant is an open-source vector database and vector search engine written in Rust. It offers a fast and scalable vector similarity search service with an easy-to-use API. Qdrant can turn embeddings or neural network encoders into full-fledged applications for tasks such as matching, searching, and recommending. It provides a rich set of features, including support for various data types, the ability to filter results based on payload values, and the capability to handle large amounts of data in a distributed and cloud-native manner. Qdrant is suitable for a wide range of applications, including similar image search, semantic text search, and user behavior recommendations. It integrates with other technologies and provides fast and accurate search results. It is designed to efficiently utilize computational resources and can be used by enterprises with hardware-aware builds.