Free and open first
Best MLOps Platforms in 2026
Managing machine-learning work involves coordinating experiments, data, models, and the processes that move them toward deployment. Compare data versioning and experiment tracking with model registry, model serving, and pipeline orchestration. Managed compute can be another consideration, while free-plan availability and paid-from pricing offer cost context. Weights & Biases, ClearML, and MLRun are among the platforms represented, alongside Paperspace Gradient and ZenML. Use the listed capabilities to identify which parts of your workflow each option covers, and weigh those against the resources and pipeline support your team needs.
- 29 apps
- Research read 23 Sept 2026
- How the order is worked out
- 1
Flyte
Free plan Open source APILinuxSelf-hosted+1Pick Flyte if you want a Python-based runtime for durable AI workflows and need local or cluster deployment.
- 2
Metaflow
Free plan Open source APILinuxMac+2Metaflow offers a path from local workflow work to deployments using cloud or Kubernetes infrastructure.
- 3
Opik
Free plan Open source APILinuxMac+3Opik brings tracing, evaluation, testing, and production monitoring into one platform, with both cloud and self-hosted options.
- 4
ClearML
Free plan APILinuxMac+3ClearML combines AI/ML development tooling with infrastructure and GenAI deployment capabilities, and offers both self-hosted and managed deployment paths.
- 5
Canonical MLOps
Free plan LinuxSelf-hostedWebCanonical MLOps combines tools for workflow management, experiment tracking, model deployment, and feature data.
- 6
MLRun
Free plan APILinuxMac+3Choose MLRun if your team needs an open-source framework for coordinating ML or generative-AI work, with feature management and lifecycle tools.
- 7
H2O.ai
Free plan APIiPhoneSelf-hosted+1H2O.ai spans model development, operations, generative AI, and app building, with managed and self-hosted deployment choices.
- 8
MLflow GenAI Evaluation
Free plan APISelf-hostedWebMLflow GenAI Evaluation combines dataset management, scoring, feedback, and production tracing in one offering.
- 9
Polyaxon
Free plan APISelf-hostedWebChoose Polyaxon if you need a Kubernetes control plane that combines experiment tracking, workload orchestration and evaluation, with managed and self-hosted deployment choices.
- 10
Weights & Biases
Free plan AndroidAPIiPhone+5Choose Weights & Biases if your work needs experiment tracking alongside tools for evaluating and monitoring AI applications, with registry and deployment options.
- 11
ZenML
Free plan APILinuxMac+3ZenML provides pipeline orchestration with versioning, caching, and flexible deployment choices.
- 12
Outerbounds
Free plan APIWebOuterbounds provides a managed route for deploying AI and ML workloads in a customer’s cloud, alongside a free self-managed Community plan.
- 13
Alibaba Cloud Machine Learning Platform for AI
Free plan WebThe platform covers several stages of machine-learning work, from development and workflow design to model deployment.
- 14
Kubeflow Notebooks
Free plan Self-hostedWebChoose Kubeflow Notebooks if you want free, open-source notebook environments running inside Kubernetes, with configurable resources and organization-level access control.
- 15
DataRobot
Free trial APILinuxSelf-hosted+1DataRobot combines AI development, deployment, and governance tools with several deployment options.
- 16
Paperspace Gradient
Free plan LinuxMacWeb+1Choose Paperspace Gradient if you want managed compute with experiment tracking, data versioning, pipeline orchestration, model registry, and model serving in one platform.
- 17
- 18
Red Hat OpenShift Pipelines
Free trial APILinuxSelf-hosted+1OpenShift Pipelines is designed for CI/CD workflows within OpenShift, with Tekton-based definitions and console management.
- 19
Valohai
Free trial APILinuxSelf-hosted+1Valohai brings core MLOps workflow controls into one platform, with flexible compute and deployment choices. Teams should request a quote to assess its per-user subscription cost.
- 20
Domino Data Lab
Paid APISelf-hostedWebDomino brings model development, deployment, collaboration, and governance into one enterprise platform. Buyers should request pricing and compare plan limits and deployment options with their needs.
- 21
Azure Machine Learning
Paid WebChoose Azure Machine Learning if your workflows need forecasting, evaluation, automated learning, or batch and real-time deployment.
5.0 Visit site - 22
SAP Joule Studio
by SAP Joule StudioPaid WebJoule Studio brings agent creation, application development, workflows, and managed deployment into one SAP environment.
- 23
Databricks Mosaic AI
Paid Web - 24
Amazon SageMaker AI
Paid Web4.5 Visit site - 25
Domino Enterprise AI Platform
Paid Web
#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price
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