Qdrant is a high-performance vector database used by companies like AlphaSense, Disney, and Microsoft, offering both HTTP and gRPC APIs and official SDKs for popular programming languages. To speed up developer onboarding, Qdrant has developed Replit templates that simplify the initial setup process, allowing developers to quickly get started with its features such as Approximate Nearest Neighbor Search and versatile data types like string matches and geo-location searches. The templates are designed to work seamlessly with leading AI frameworks like LlamaIndex, LangChain, and OpenAI for RAG, providing a smooth onboarding experience for new developers.