Comet offers two product families on one platform: Opik for observing and evaluating LLM applications, and MLOps for machine-learning work.
Alternatives to ZenML
ZenML is built for orchestrating Python AI and machine-learning pipelines and agents across Kubernetes, Vertex AI, SageMaker, AzureML, or a laptop without rewriting code. It versions models, evaluation datasets, and other step results, caches unchanged work, and supports re-execution from any step. Its integrations include LangGraph, OpenAI Agents SDK, PyTorch, MLflow, AWS, and Google Cloud Vertex AI Pipelines. You can run it locally, as SaaS, or self-hosted, while data and…
DagsHub is a platform for managing machine-learning projects across data collection, dataset curation and annotation, experimentation, and model management.
TrueFoundry AI Gateway sits between applications and model providers, giving teams a single API for managing model access, routing, governance,…
- 4

ClearML
ClearML is an AI infrastructure platform organized into three layers: Infrastructure Control Plane, AI Development Center, and GenAI App Engine.
Free planWebAPILinuxmacOS7.4From $15 a month - 5

MLRun
Free planWebAPILinuxmacOS6.6Free plan - 6

Hopsworks AI Lakehouse
Hopsworks AI Lakehouse is a platform for building batch, real-time, and LLM-based AI systems using open standards.
Free planWebAPILinuxSelf-hosted6.4Free plan - 7
Jozu Hub
Jozu Hub is a registry for models, agents, MCPs, and skills, with artifact checks and controls for governance and audit trails.
Free planWebAPISelf-hosted6.2Free plan - 8
MLflow Model Registry
MLflow Model Registry is a centralized model store, API, and interface for managing machine-learning models throughout their lifecycle.
Free planWebAPILinuxSelf-hosted6.2Free plan - 9

DataRobot
DataRobot is a platform for developing, delivering, and governing agentic, generative, and predictive AI solutions.
WebAPILinuxSelf-hosted6.1 - 10
JFrog ML
WebAPISelf-hosted6.1 - 11

Polyaxon
Polyaxon is a control plane for machine-learning and AI engineering workloads on Kubernetes, spanning training, inference, and agent tasks.
Free planWebAPISelf-hosted6.0Free plan - 12

Red Hat OpenShift Pipelines
Red Hat OpenShift Pipelines automates application delivery on Red Hat OpenShift using a cloud-native CI/CD approach built on Tekton.
WebAPILinuxSelf-hosted6.0 - 13

Valohai
Valohai is an MLOps platform for orchestrating machine-learning workflows and managing compute, datasets, and pipelines.
WebAPILinuxSelf-hosted6.0 - 14

Kubeflow Notebooks
Kubeflow Notebooks provides interactive development environments for AI, machine learning, and data workloads, running notebook containers directly…
WebSelf-hosted5.9 - 15

Snowflake Feature Store
Snowflake Feature Store helps data scientists and machine-learning engineers create, maintain, and use ML features within Snowflake.
WebAPI5.8 - 16

Vertex AI Vector Search
Vertex AI Vector Search is a vector search engine for search, recommendations, and generative AI applications.
WebAPI5.8 - 17
SAP Joule Studio
SAP Joule Studio is a development environment on the SAP Business AI Platform for creating AI agents, applications, and workflows.
Web5.7 - 18
5.6From $0.20 a month - 19

Deeploy
WebAPISelf-hosted5.6 - 20

Oracle Database
Oracle Database is a database platform built around a converged engine that supports multiple data models and workloads.
Self-hosted5.6 - 21
Radiant AI Cloud Model Registry
Radiant AI Cloud Model Registry is a central place to manage, version and prepare custom AI models for deployment.
WebAPILinuxmacOS5.6 - 225.5From $0.64 a month
- 23

C3 AI Demand Planning
C3 AI Demand Planning helps demand planners and business leaders create forecasts across changing market conditions and align teams around a shared plan.
WebAPISelf-hosted5.4 - 24

ModelOp Center
ModelOp Center is an enterprise platform for managing AI lifecycles and governance across machine learning, generative AI, agentic AI, and third-party systems.
APISelf-hosted5.4 - 25

Azure Machine Learning
Azure Machine Learning is a web-based service for machine-learning workflows.
Web5.3 - 265.0
- 275.0
- 28
W&B Registry
WebLinuxmacOSWindows5.0 - 294.9
- 304.9
