Qdrant is both a vector database and a vector similarity search engine. It functions as an API service, enabling you to find the closest high-dimensional vectors. Using Qdrant, you can effortlessly transform embeddings or neural network encoders into robust tools for tasks like matching, searching, recommending, and more.