Dify

Dify is an LLMOps (Language Model Operations) platform that enables users to create sustainable and AI-native applications easily. The platform provides an easy-to-use graphical interface for developing, deploying, improving and operating AI-powered apps. It also offers a range of text-based tools that allow users to convert natural language to SQL, generate creative scripts, develop chatbots, chat based on specific tones and emotions, and provide answers to tricky questions. Dify's platform claims to offer an easy-to-use API interface based on the backend as a service concept that allows users to access a single API interface for the integration of APIs and long-context.

The platform offers visual composition features for many scenarios, offering a smooth experience for model access, context embedding, cost control and data annotation. It also provides continuous improvement and operation features such as reviewing the reasoning process of AI-powered apps, annotating data and checking logs visually so AI runs in a transparent non-black box state. Native support is given for dialogue and text generation applications which have been open sourced on GitHub. The platform claims to have been designed with compatibility with the GPT family of models like Claude models or LangChain so users can effortlessly create AI applications.