CATEGORY
AI MLOps & Monitoring tools (4)
Every AI MLOps & Monitoring tool we track on Unifai — 4 tools with verified sample outputs, pricing, and capabilities side by side.

Comet
freemium
ML experiment management platform with experiment tracking, model production monitoring, and LLM observability.

MLflow
free
Open-source platform for the ML lifecycle — experiment tracking, model registry, packaging, and deployment. Originally built at Databricks.

Neptune.ai
freemium
Metadata store for MLOps focused on experiment tracking and model registry. Built for teams running many production experiments.

Weights & Biases
freemium
MLOps platform for experiment tracking, model versioning, hyperparameter sweeps, and collaborative ML development used by top AI labs.