Qdrant is a leading open-source vector database and similarity search engine designed for high-dimensional data, enabling advanced AI applications. It offers products such as Qdrant Cloud and hybrid deployment options, providing powerful capabilities for recommendation systems, data analysis, and anomaly detection.