ZenML

ZenML is ranked #7 of 37 in ML experiment tracking software on Freedom251. It runs on API, Linux, macOS, Self-hosted, Web, Windows. There is a free plan. Paid plans start at $999/mo.

ZenML plans and pricing

All plans

Open Source Free Unlimited executions · Unlimited projects · Self-hosted zenml.io · 30 Sept 2026

Scale $999/mo Monthly executions, per workspace 2,000 executions · 3 projects · 5 snapshots zenml.io · 30 Sept 2026

Enterprise Not published Custom Unlimited executions · Unlimited projects · SSO · Custom-role RBAC · Audit logs · Air-gapped deployment zenml.io · 30 Sept 2026

Compared on ML experiment tracking software

Free plan: Yes
Model registry: Yes

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Free6.6

ZenML

Purpose: ZenML orchestrates AI and machine-learning pipelines and agents written in Python.
Infrastructure: Pipelines can run on Kubernetes, Vertex AI, SageMaker, AzureML, or a laptop without rewriting the code.
Artifact versioning: ZenML versions step results, including models and evaluation datasets, and supports re-execution from any step.
Caching: ZenML caches step results and reuses them when code and inputs have not changed.
Integrations: The integrations directory lists 66 tools, including LangGraph, OpenAI Agents SDK, PyTorch, MLflow, AWS, and Google Cloud Vertex AI Pipelines.
Deployment: ZenML supports local, SaaS, and self-hosted deployment, including Docker and Kubernetes Helm deployment methods.
Data handling: ZenML says it stores metadata while data, artifacts, and compute stay in the customer's infrastructure or VPC.
Security: ZenML states that it is SOC 2 Type II and ISO 27001 certified.
Enterprise controls: The Enterprise plan adds SSO, custom-role RBAC, audit logs, and air-gapped deployment.
Support: The Open Source plan includes community support, Scale includes priority support, and Enterprise includes dedicated support with an SLA.
Overage: ZenML says it does not cut off service for occasional monthly execution overages and may contact customers if overages become a pattern.
Target users: The Open Source plan is described for individuals and small teams, Scale for teams running ML in production, and Enterprise for organizations at scale.
Headquarters: Munich, Germany
Price from: $999/mo

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Where it ranks on Freedom251

Best ML Experiment Tracking Software in 2026#7 of 37
Best Model Registry Software in 2026#5 of 33
Best MLOps Platforms in 2026#5 of 25

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Sources

zenml.io/product/zenml· checked 30 Sept 2026
zenml.io/integrations· checked 30 Sept 2026
zenml.io/deployments· checked 30 Sept 2026
zenml.io/pricing· checked 30 Sept 2026
zenml.io· checked 28 Sept 2026