Comet ML delivers tools for tracking, comparing, and optimizing machine learning models throughout their lifecycle. The platform provides experiment versioning, performance visualization, and collaboration features tailored for data science teams. Unique capabilities include production monitoring, dataset tracking, and integration with popular ML frameworks. Enterprises standardizing AI development across multiple teams benefit from Comet's governance features and audit trails. The service is widely adopted in both research institutions and product-driven organizations needing reproducible model development.