Helicone

Helicone is an open-source platform designed to streamline the complex process of monitoring and debugging large language models (LLMs). Unlike other tools that focus solely on performance metrics, Helicone provides a comprehensive suite of tools for logging, visualizing, and understanding LLM behavior, making it easier to identify and address issues, and ultimately improve model performance and reliability. Its open-source nature fosters community contributions and ensures transparency, allowing developers to collaborate and build upon its capabilities.

Key Features:

• Comprehensive Logging: Captures detailed logs of LLM interactions, including inputs, outputs, and internal states, providing granular insights into model behavior.
• Real-time Monitoring: Offers real-time dashboards and visualizations for key performance indicators (KPIs), enabling proactive identification of potential problems.
• Advanced Debugging Tools: Includes tools for identifying and analyzing specific issues, such as hallucinations or unexpected outputs, simplifying the debugging process.
• Open-Source and Extensible: Built on open-source principles, enabling community contributions and customization to fit specific needs.

Use Cases / Target Audience:

• LLM Developers
• Machine Learning Engineers
• AI Researchers
• Data Scientists