The Best Model Registry Software in 2026
We researched model registry software from official websites, including pricing pages, plan tables and product documentation, then ranked products on the category’s core job, value for money and verified features. Use this guide to compare tools for managing versions, metadata, approvals and promotion of machine-learning models.
Our top picks
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Top ranked
SAS Model Manager#1 of 349.3/10A governance-focused registry for managing models from versioning through monitoring.
Pricing on request
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Runner-up
Cloudera AI Registry#2 of 349.2/10A focused model registry for teams operating machine learning workflows in Cloudera AI.
Pricing on request
-
Top-ranked free plan
MLflow Model Registry#3 of 348.9/10An open registry for versioning, lineage, approvals, aliases, and model promotion.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 34 tools, best first
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Best forEnterprise teams needing formal model governance
A governance-focused registry for managing models from versioning through monitoring.
- Approval workflows
- Model lineage
- Artifact storage
9.3/10★★★★★Visit SAS -
Best forCloudera platform users
A focused model registry for teams operating machine learning workflows in Cloudera AI.
- Model lineage
- Artifact storage
- Model versioning
9.2/10★★★★★Visit Cloudera -
Best forTeams wanting a dedicated, open registry
An open registry for versioning, lineage, approvals, aliases, and model promotion.
- Model aliases
- Approval workflows
- Model lineage
8.9/10★★★★☆Visit MLflow -
Best forTeams managing model artifacts at scale
A registry for versioning, lineage, governance, and lifecycle management of ML artifacts.
- Model aliases
- Model lineage
- Artifact storage
Free plan · 30-day trial Our W&B Registry verdict → Visit W&B RegistryFor vendors Sponsor this spot · #4 · $69/mo →8.8/10★★★★☆Visit W&B Registry -
Best forEnterprise AI teams needing governance and compute
A full MLOps platform for enterprise teams that need registry governance and managed compute.
8.7/10★★★★☆Visit Domino -
Best forTeams prioritizing secure model supply chains
A centralized registry for teams that need governed, versioned model delivery.
- Model lineage
- Artifact storage
- Model versioning
8.6/10★★★★☆Visit JFrog ML -
Best forAWS-centric end-to-end ML teams
A broad AWS-native model registry with tracking, pipelines, feature management, and serving.
8.4/10★★★★☆Visit SageMaker AI -
Best forDatabricks and Unity Catalog users
A broad Databricks-native registry for teams running production AI systems.
8.3/10★★★★☆Visit Databricks -
Best forTeams needing registry plus feature governance
A broad registry and governance platform for teams managing models, features, and lineage.
8.2/10★★★★☆Visit Hopsworks -
Best forMulti-cloud MLOps teams
A broad MLOps platform for versioned models, repeatable pipelines, and multi-cloud deployment.
8.1/10★★★★☆Visit Valohai -
Best forGoverned enterprise model operations
A governed model registry for teams managing AI systems across their lifecycle.
- Approval workflows
- Model lineage
- Artifact storage
7.9/10★★★★☆Visit Deeploy -
Best forOpen-source teams wanting broad MLOps
A broad open-source MLOps platform combining registry, orchestration, serving, and monitoring.
7.8/10★★★★☆Visit MLRun -
Best forTeams pairing registry with experiment tracking
A broad registry and experiment-tracking platform with a capable free plan.
7.7/10★★★★☆Visit Comet -
Best forTeams needing a free full MLOps platform
A free, full MLOps platform for teams that need registry, lineage, and workflow tooling.
7.6/10★★★★☆Visit ClearML -
Best forOCI users needing managed model storage
A broad OCI-native platform for storing, deploying, and monitoring machine-learning models.
7.5/10★★★★☆Visit Oracle Cloud -
Best forKubernetes-native MLOps organizations
A Kubernetes-focused registry and MLOps control plane with open-source access and paid scaling.
7.4/10★★★★☆Visit Polyaxon -
Best forAzure-centric MLOps teams
A full machine-learning lifecycle service for teams centered on Azure.
7.3/10★★★★☆Visit site -
Best forAutomated ML teams with governance needs
A broad AI lifecycle platform for governed model development and deployment.
7.2/10★★★★☆Visit DataRobot -
Best forTeams orchestrating registry-connected pipelines
A registry-connected MLOps framework for teams coordinating pipelines across existing infrastructure.
7.1/10★★★★☆Visit ZenML -
Best forTeams combining registry with data versioning
A broad MLflow-compatible registry with versioning, tracking, storage, and deployment.
7.0/10★★★★☆Visit DagsHub -
Best forTeams securing packaged AI artifacts
A focused registry for teams that need versioned, governed AI artifacts.
- Model lineage
- Artifact storage
- Model versioning
6.8/10★★★☆☆Visit Jozu Hub -
Best forOrganizations focused on model risk monitoring
A governance-focused ModelOps platform for organizations managing model risk.
6.4/10★★★☆☆Visit ModelOp -
Best forTeams prioritizing AI governance and compliance
A governance-focused platform for documenting, evaluating and controlling enterprise AI.
- Deployment tracking
6.3/10★★★☆☆Visit IBM watsonx -
Best forTeams deploying models through Radiant endpoints
A focused registry for versioning custom models and deploying them to Radiant endpoints.
- Artifact storage
- Model versioning
- Deployment tracking
6.1/10★★★☆☆Visit Radiant Cloud -
Best forTeams embedding ML in an Oracle database
A broad AI database platform for teams embedding ML in Oracle, not a dedicated model registry.
5.9/10★★★☆☆Visit Oracle -
Best forTeams managing features in Snowflake
A Snowflake-native feature store for managed feature workflows, serving, and monitoring.
5.8/10★★★☆☆Visit Snowflake -
Best forTeams needing hosted notebook environments
A flexible Kubernetes notebook layer, but not a model registry.
5.6/10★★★☆☆Visit Kubeflow -
Best forTeams managing model access through a gateway
A model gateway for teams managing access, routing, budgets, and safeguards.
5.5/10★★★☆☆Visit TrueFoundry -
Best forTeams developing ML inside Snowflake
A governed notebook workspace for Snowflake ML teams, not a verified model registry.
5.4/10★★★☆☆Visit Snowflake -
Best forTeams managing Kubernetes CI/CD pipelines
A strong OpenShift pipeline engine, but not a dedicated model registry.
5.3/10★★★☆☆Visit Red Hat -
Best forDemand-planning organizations
Enterprise demand planning with scenarios, explainability, approvals, and ERP integration.
5.2/10★★★☆☆Visit C3 AI -
Best forGitLab-centered development teams
A GitLab-native model registry with strong lifecycle tracking and CI/CD links.
- Model lineage
- Artifact storage
- Model versioning
5.1/10★★★☆☆Visit GitLab -
Best forTeams needing vector search infrastructure
A cloud vector search engine with dense, sparse, and hybrid retrieval—not a model registry.
5.0/10★★☆☆☆Visit Google Cloud -
Best forSAP teams building governed AI agents
A governed SAP environment for building and deploying AI agents, not managing model registries.
1.0/10☆☆☆☆☆Try SAP Joule Studio
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 1 | SAS Model Manager | No | 9.3 | |
| 2 | Cloudera AI Registry | 9.2 | ||
| 3 | MLflow Model Registry | Yes | Free | 8.9 |
| 4 | W&B Registry | Yes | $60/mo | 8.8 |
| 5 | Domino Enterprise AI Platform | No | 8.7 | |
| 6 | JFrog ML | No | 8.6 | |
| 7 | Amazon SageMaker AI | No | 8.4 | |
| 8 | Databricks Mosaic AI | 8.3 | ||
| 9 | Hopsworks AI Lakehouse | Yes | 8.2 | |
| 10 | Valohai | No | 8.1 | |
| 11 | Deeploy | No | 7.9 | |
| 12 | MLRun | Free | 7.8 | |
| 13 | Comet | Yes | $19/user/mo | 7.7 |
| 14 | ClearML | Yes | $15/user/mo | 7.6 |
| 15 | Oracle Cloud Infrastructure Data Science | No | 7.5 | |
| 16 | Polyaxon | Yes | $125/mo | 7.4 |
| 17 | Azure Machine Learning | No | 7.3 | |
| 18 | DataRobot | 7.2 | ||
| 19 | ZenML | Yes | $999/mo | 7.1 |
| 20 | DagsHub | Yes | $99/user/mo | 7.0 |
| 21 | Jozu Hub | Yes | 6.8 | |
| 22 | ModelOp Center | 6.4 | ||
| 23 | IBM watsonx.governance | No | $3,500/mo | 6.3 |
| 24 | Radiant AI Cloud Model Registry | 6.1 | ||
| 25 | Oracle AI Database | Yes | 5.9 | |
| 26 | Snowflake Feature Store | 5.8 | ||
| 27 | Kubeflow Notebooks | Free | 5.6 | |
| 28 | TrueFoundry AI Gateway | Yes | $25/user/mo | 5.5 |
| 29 | Snowflake Notebooks | 5.4 | ||
| 30 | Red Hat OpenShift Pipelines | 5.3 | ||
| 31 | C3 AI Demand Planning | 5.2 | ||
| 32 | GitLab Model Registry | Yes | $29/user/mo | 5.1 |
| 33 | Vertex AI Vector Search | 5.0 | ||
| 34 | SAP Joule Studio | No | 1.0 |
Head-to-head All 27 comparisons →
- SAS Model Manager vs Cloudera AI Registry
- SAS Model Manager vs MLflow Model Registry
- SAS Model Manager vs W&B Registry
- SAS Model Manager vs Domino Enterprise AI Platform
- SAS Model Manager vs JFrog ML
- SAS Model Manager vs Amazon SageMaker AI
- SAS Model Manager vs Databricks Mosaic AI
- Cloudera AI Registry vs MLflow Model Registry
- Cloudera AI Registry vs W&B Registry
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How we rank model registry software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update