ZenML

MLOps & Training · Free + paid

MLOps framework for reproducible pipelines

At a glance

Made by
ZenML GmbH
Korean
None (English and a few others only)
API
Yes
Available on
Web, API
Open source
Apache 2.0
GitHub
5,616 stars · Apache-2.0

What is ZenML?

ZenML is an open-source framework for orchestrating ML and LLM pipelines (including agent tasks), offering versioned artifacts, caching, and infrastructure abstracted as stacks. You write pipelines and agents in Python and run them on the orchestrators and clouds you already use without rewriting. Kitaru is an evaluation tool that takes sessions an agent actually ran, replays them with your changes, and shows improvements, regressions, and cost. Both are Apache 2.0 open source, and a paid Pro (managed control plane) is offered as SaaS or on your own infrastructure.

  • Run Python pipelines and agents on your existing orchestrators and clouds
  • Automatic code containerization and run tracking (metrics, logs, metadata)
  • Artifact management and a basic model registry
  • Kitaru: evaluation and regression testing based on replaying production sessions
  • Import traces exported from Langfuse, LangSmith, and others
  • Integrates with tools such as MLflow, LangGraph, SageMaker, and Vertex
  • Pro: Model and Artifact Control Plane, snapshots, remote IDE

Who uses ZenML and for what

  • Enterprise ML and AI engineers run traditional ML, LLM workflows, and agents
  • Test agent changes against real past sessions before deployment

Pricing

What you get for free — Yes (ZenML and Kitaru open-source self-hosting is free; Kitaru Cloud has a 14-day free trial, with no free hosted plan)

PlanPriceMain limits
ZenML Open Source$0/moSelf-hosted, unlimited runs and projects
ZenML Scale$999/moSaaS, 2,000 runs per month, 3 projects, 5 snapshots (choose 500/2,000/5,000 runs)
ZenML EnterpriseContact salesCustom pricing, unlimited runs, SSO, RBAC, air-gapped deployment
Kitaru Open Source$0/moSelf-hosted, unlimited imports and records
Kitaru Cloud$39/moFlat rate, 3 agents, 2 seats, 90-day session retention, 14-day free trial
Kitaru EnterpriseContact salesCustom pricing, unlimited agents, SSO, audit logs, remote worker pool

Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying. · Official pricing page

AI tools similar to ZenML (alternatives)

ZenML vs. alternatives at a glance

AIPricingCombos on the mapConnected toolsFreeCheapest monthlyKorean
ZenMLFree + paid03Yes$39/moNo
Apache AirflowFree + paid03——No
KubeflowFree + paid03——No
PrefectFree + paid03Yes$100/moNo

2 of these 4 tools have a free plan. Cheapest paid plan: ZenML ($39/mo).

Combo and connection counts are based on the relationships recorded on AI Galaxy Map (2026-10-26); they are not a quality ranking.

ZenML on AI Galaxy Map

  • One of 45 AI tools in the MLOps & Training field.
  • Connected to 3 other tools — #38 in its field.

Frequently asked questions

Can I use ZenML for free?

Yes (ZenML and Kitaru open-source self-hosting is free; Kitaru Cloud has a 14-day free trial, with no free hosted plan). Prices can change, so check the official site before paying.

What AI can I use instead of ZenML?

Tools that do the same job, such as Apache Airflow, Kubeflow, Prefect, are connected to it on the map.

Can I use ZenML in Korean?

None (English and a few others only)

Sources (official pages)

Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying.

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