MLflow
Trace, evaluate and manage models, LLM applications and agents
Track experiments and evaluate AI applications

Comet provides tools for tracking machine-learning experiments and understanding AI application behavior. Experiment Management records training work so teams can compare runs and revisit model development. Opik focuses on language-model applications and agents, tracing retrieval, model calls, tool use, and feedback.
Test suites and evaluation metrics check groups of examples against a team's goals. Diagnostics groups recurring issues, and the Ollie agent uses trace context to recommend changes. Production dashboards and cost tracking add an operational view. A team can inspect a problematic trace, try a proposed fix, and evaluate its effect before deciding whether to adopt the change.
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