ZenML
Run reproducible AI pipelines and agents on your chosen infrastructure
- Tool type
- AI pipeline and agent orchestration framework
- Made for
- ML engineers and AI platform teams
- Runs on
- Python on local or cloud infrastructure
What it does
ZenML is an open-source Python framework for orchestrating machine-learning pipelines and AI agents. Teams define steps, pass typed artifacts between them and run the same workflow locally or on infrastructure such as Kubernetes, Vertex AI or SageMaker. It versions results and reuses cached steps when code and inputs have not changed, making experiments easier to compare and resume.
The framework connects to a team’s orchestrator, artifact store, experiment tracker and model registry. It is useful when model training, evaluation and agent execution need shared execution records rather than separate scripts. The Apache 2.0 project can run without a ZenML account. Hosted plans add managed services and the provider’s AI engineer; infrastructure and model-provider costs remain separate from the software license or subscription.
What it can do
- Python workflow orchestration
- Artifact versioning
- Step caching
- Infrastructure integrations
- Execution lineage
- Agent-loop orchestration
Works with
- Kubernetes
- Vertex AI
- Amazon SageMaker
- LangGraph
Before you choose
- Self-hosting requires operating the chosen infrastructure.
- Hosted allowances and provider usage charges are separate considerations.
Listed under
Get started
- Install the Python package and define a pipeline.
- Connect the artifact store and execution infrastructure.
- Run the workflow and compare its versioned results.
Plans and prices
Prices in USDThe Apache 2.0 framework is free to self-host. Starter is $39/month and includes hosted services, one ZenML project and 100 pipeline runs/month; a 14-day trial requires no card. Model and infrastructure usage may cost extra.
14-day free trial.
Source: zenml.io/pricing, checked 30 Oct 2026. Prices can change; check before you buy.
Sources for this overview
Product pages, documentation, and pricing checked 30 Oct 2026. Each source supports part of the overview; availability and prices can change.
- ZenML: AI orchestration on your existing stack ↗www.zenml.io
- Pricing - ZenML ↗www.zenml.io
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Last checked 30 Oct 2026. Every field keeps its source and date; unknown means we couldn’t confirm it.