LLMonitor is a powerful open-source toolkit designed to provide comprehensive observability and evaluation for AI applications. It helps developers track and analyze costs, tokens, latency, user interactions, and more. By logging prompts, outputs, and user feedback, LLMonitor ensures detailed accountability and continuous improvement of AI models, making the development and debugging process more efficient and informed.

Protofy provides a comprehensive toolkit for rapid development and deployment of AI-driven conversational agents. Leveraging advanced language models, it allows users to upload documents, integrate APIs, and connect knowledge bases directly to the agent’s backend. A visual flow editor makes it easy to design dialogue paths, while customizable persona settings ensure consistent brand voice. Protofy supports multi-channel deployment via embeddable widgets, REST endpoints, and integrations with messaging platforms. Real-time testing environment offers debug logs, user interaction metrics, and performance analytics to optimize agent responses. No coding skills are required, enabling product managers, designers, and developers to collaborate efficiently on bot design and launch prototypes in minutes.