Comet offers two product families on one platform: Opik for observing and evaluating LLM applications, and MLOps for machine-learning work.
Alternatives to SAP Joule Studio
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

ZenML
ZenML orchestrates AI and machine-learning pipelines and Python-based agents.
Free planWebAPILinuxmacOS7.1From $999 a month - 6

MLRun
Free planWebAPILinuxmacOS6.6Free plan - 7

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 - 8
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 - 9
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 - 10

DataRobot
DataRobot is a platform for developing, delivering, and governing agentic, generative, and predictive AI solutions.
WebAPILinuxSelf-hosted6.1 - 11
JFrog ML
WebAPISelf-hosted6.1 - 12

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 - 13

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 - 14

Valohai
Valohai is an MLOps platform for orchestrating machine-learning workflows and managing compute, datasets, and pipelines.
WebAPILinuxSelf-hosted6.0 - 15

Kubeflow Notebooks
Kubeflow Notebooks provides interactive development environments for AI, machine learning, and data workloads, running notebook containers directly…
WebSelf-hosted5.9 - 16

Snowflake Feature Store
Snowflake Feature Store helps data scientists and machine-learning engineers create, maintain, and use ML features within Snowflake.
WebAPI5.8 - 17

Vertex AI Vector Search
Vertex AI Vector Search is a vector search engine for search, recommendations, and generative AI applications.
WebAPI5.8 - 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
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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
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W&B Registry
WebLinuxmacOSWindows5.0 - 294.9
- 304.9
