ZenML
NewAI orchestration, on the infra you choose
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
- ZenML ranks #14 of 61 in MLOps Platforms with an AI visibility score of 6 (SlateIndex, Nov 2, 2026).
- ZenML is most visible on ChatGPT (11.7) and least on Perplexity (0).
- AI engines name ZenML in 10 of the 30 MLOps Platforms buyer prompts SlateIndex tracks.
- mlflow.org is the source AI engines cite most in answers about ZenML, with 10 citations.
About
Company details for ZenML
ZenML is open-source software that runs training, batch inference, evals and agent workflows as reproducible Python pipelines on Kubernetes, Vertex AI, SageMaker, AzureML or a laptop. Kitaru, its Apache 2.0 open-source core, imports traces from tools such as Langfuse and LangSmith, surfaces insights across sessions, turns findings into checks and replays fixes. ZenML's hosted AI engineer reads agent traces next to existing evals and flags those that are wrong or missing. It ranks #14 of 61 in MLOps Platforms on SlateIndex and has a visibility score of 6 in the latest weekly run.
Founded in 2021 and headquartered in Munich, Germany, the company employs 11–50 people. It has raised about $6M. Its differentiator: open-source pipelines and agents run on the infrastructure you choose, without rewriting the code.
- Website
- zenml.io
- Categories
- MLOps Platforms
- Company size
- 11–50 employees
- Headquarters
- Munich, Germany
- Founded
- 2021
- Company type
- Private, venture-backed
- Funding
- Seed extension · $6M raised
- Pricing
- Free; paid from $39 / mo · flat tiers
- Free trial
- Free plan available
- Deployment
- Self-hosted open source, or ZenML's cloud. Enterprise runs on-prem or air-gapped in the customer's cloud, with data and compute staying in the customer's VPC.
- Platforms
- Kubernetes, Vertex AI, SageMaker, AzureML, Laptop
- Integrations
- 66+ native
- Compliance
- SOC 2 Type II, ISO 27001
- Support
- Community Slack, Email, Dedicated support with SLA on Enterprise, Workshops and architecture reviews on Enterprise
Read from linkedin.com, zenml.io, github.com, munich-startup.de, prnewswire.com, tracxn.com · refreshed Nov 2, 2026.
AI visibility
Latest weekly run · Nov 2 · next run Nov 9
Visibility score trend
Weekly runs over the last 60 days, with up to 7 competitors. Click a name to hide or show its line.
Changes appear after the second weekly run in MLOps Platforms. MLflow leads the category at 50.9%.
Media
Website and product screenshots for ZenML
AI mentions & citations
Recent answers that name ZenML
Alternatives to the most popular MLOps platform
As of November 2026, the strongest alternatives to the leading MLOps platforms include ClearML, Kubeflow, ZenML, Weights & Biases, Amazon SageMaker, and Comet.
Is there a free MLOps platform for small teams?
My recommendation is to start with MLflow, DagsHub, or ZenML, depending on how much of the MLOps lifecycle you want covered.
How much does an MLOps platform cost per month?
Examples: MLflow, Kubeflow, ZenML (open-source core), and BentoML.
Which MLOps platform has transparent pricing?
Open-Source Tools (MLflow, ZenML, BentoML) — Pure open-source options are completely transparent because they are free ($0) to self-host.
Most affordable MLOps platform that is still reliable
Is there a free MLOps platform for small teams?
Best MLOps platform for startups
How do I choose an MLOps platform for a mid-market team?
Products & features
What ZenML sells
ZenML
Open-source framework that runs training, batch inference, evals and agent workflows as reproducible Python pipelines on your own infrastructure.
Kitaru
Open-source core (Apache 2.0) that imports agent traces, surfaces insights across sessions, turns findings into checks and replays fixes.
AI engineer
Hosted service on top of Kitaru that reads production traces next to existing evals, flags missing or wrong evals and drafts new checks.
Strengths engines cite
- Free and fully transparent open-source option
- Open-source and Kubernetes-native MLOps tool
- Recommended starting point for MLOps lifecycle coverage
- Among the strongest MLOps platform alternatives
Target market & buyers
Data scientists, ML engineers and MLOps developers who build and run ML and AI systems in production.
Notable customers include JetBrains, ADEO Leroy Merlin, Brevo, Cross Screen Media, Zuiver.ai.
Funding & recent developments
Funding
| Round | Year | Amount |
|---|---|---|
| Seed | 2021 | $3M |
| Seed extension | 2023 | — |
| Latest known round | Total raised |
|---|---|
| Seed extension | $6M |
Recent developments
- Oct 2026ProductZenML 0.98.0 released
Version 0.98.0 of the ZenML package was released.
- Sep 2026ProductKubernetes multi-pod step execution and webhook-triggered pipeline automation
Release notes for September 2026 list Kubernetes multi-pod step execution and webhook-triggered pipeline automation.
- Jul 2026SecurityCVE-2026-11876 missing-authorization flaw
A missing-authorization flaw in version 0.94.2 lets authenticated users enumerate stacks across tenants in multi-tenant ZenML Pro and Cloud deployments. A fix is in a later patch.
- Jun 2026ProductZenML 0.95.0 adds sandbox abstraction
The 0.95.0 changelog added a sandbox abstraction and Kubernetes and Modal backend support.
Competitive landscape
How ZenML compares with its top three alternatives
ZenML most often appears alongside MLflow, Weights & Biases, Databricks in AI answers.
| Brand | Visibility | Share of voice | vs last week | Starting price |
|---|---|---|---|---|
| ZenML | 6% | 1.5% | New | Free plan |
| MLflow | 50.9% | 9.7% | New | Pricing not available |
| Weights & Biases | 29.7% | 7% | New | Pricing not available |
| Databricks | 46.2% | 7.6% | New | Pricing not available |
| Amazon SageMaker AI | 44.4% | 8% | New | Pricing not available |
What AI answers say
Sentiment and themes from the answers that mention this brand
Positive 55% · Neutral 45% · Mixed 0% of 11 engine answers that mention ZenML
Praised for
- Free and fully transparent open-source option
- Open-source and Kubernetes-native MLOps tool
- Recommended starting point for MLOps lifecycle coverage
- Among the strongest MLOps platform alternatives
Criticised for
Pricing
Flat tiers pricing with a free plan
Cite as: SlateIndex, “ZenML AI visibility profile”, https://slateindex.ai/brand/zenml, data of Nov 2, 2026. Licence: CC BY 4.0.