{"id":"comet-api","name":"Comet ML","af_score":75.5,"security_score":null,"reliability_score":null,"what_it_does":"ML experiment tracking and LLM observability platform that logs training metrics, compares experiments, manages model versions, and monitors production LLM applications via a REST API and Python SDK.","best_when":"Your team trains ML models and needs experiment tracking with LLM monitoring in a single platform, especially if you want an alternative to Weights & Biases.","avoid_when":"You're already deeply invested in W&B or MLflow, or your ML workflows are simple enough that local logging suffices.","last_evaluated":"2026-03-01T09:50:05.425707+00:00"}