

Comet provides an end-to-end model evaluation platform for AI developers, with best in class LLM evaluations, experiment tracking, and production monitoring.

Opik logs every step your agent takes, from user interactions to context retrieval and tool calls — with automated eval workflows to find and fix errors across development, testing, and production. With end-to-end observability and evaluation tooling, Opik lets you confidently scale agents from prototype to production. Comprehensive logs, repeatable test cycles, and straightforward evaluation scores ensure consistent performance and help you build trust with end users and internal stakeholders alike.


Cometml, accessible at https://www.comet.com, is an advanced platform designed to help data scientists and machine learning teams to track, compare, explain, and optimize experiments and models. Cometml provides tools that integrate seamlessly into existing workflows, facilitating easy collaboration among team members and enabling users to manage, visualize, and share their machine learning projects throughout every stage of development. The platform also offers features such as full experiment tracking, model comparison, real-time collaboration, and the capability to reproduce models with ease. Ideal for industries ranging from healthcare to finance where predictive analytics play a critical role, Cometml empowers teams to achieve their best results in machine learning endeavors.