Observability
Deploy, monitor, and update all ML models from a single dashboard
Deploy, monitor, and update all your ML models from a single dashboard. Track performance, accuracy, and health in real-time.
Track and visualize model metrics and metadata such as LLM prompts, centrally in one place.
Implement version control, approval workflows, and audit trails for your ML models effortlessly.
ZenML allows you to keep your ML pipeline code cloud-agnostic, enabling faster future migrations to another technology stack. The management of the metadata and artifacts generated at each step is seamless, and allows the user to extend the framework if needed without much effort.
Open-source foundation, no vendor lock-in · Works with any infrastructure · Upgrade to managed Pro features