Qdrant has joined the AI Agents and Tools category on AWS Marketplace, allowing customers to discover, purchase, and deploy its vector search engine for AI agents using their AWS accounts, thereby speeding up the development of agentic workflows. Qdrant offers a vector-native search engine designed to handle complex, unstructured data with accuracy and responsiveness, enabling long-term memory and real-time context retrieval for AI agents. Available in both Qdrant Cloud and Qdrant Hybrid Cloud for private deployments, it supports real-time metadata-aware retrieval, hybrid search, and multivector embeddings, which are crucial for AI agents to deliver context-rich and step-aware reasoning. The availability of Qdrant in AWS Marketplace simplifies procurement, offering centralized control over licensing and payments and ensuring seamless integration into AWS environments, thus facilitating AI innovation in industries such as healthcare, e-commerce, and media.