Best Determined Alternatives in 2026
The top Determined alternatives are Weights & Biases, Comet and ClearML: 15 experiment tracking our editors would look at instead of Determined, in our ranking order.
Determined: A focused option for teams training distributed models on their own infrastructure. Where it falls short: experiment tracking is narrower than leading suites.
Switching from Determined? For most experiment tracking buyers the best Determined alternative is Weights & Biases, built for teams needing tracking plus model lifecycle tools. On a budget, ClearML starts at $15/user/mo.
Why People Look for a Determined Alternative
- Experiment tracking is narrower than leading suites
- Workflows are centered on Python
- Support is community-based
Quick Picks by What You Need
- Best overallWeights & Biases8.9
Teams needing tracking plus model lifecycle tools
Visit Weights & Biases - Lowest priceClearML8.6
Paid plans from $15/user/mo
Visit ClearML - Best free optionWeights & Biases8.9
Has a free plan
Visit Weights & Biases
All 15 Determined Alternatives, Ranked
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.
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Best forTeams needing tracking plus model lifecycle tools
- Better than Determined:
- Editor score 8.9 vs 8.2
A broad tracking platform for teams that need experiments, registry, and serving in one place.
8.9/10★★★★☆Try Weights & Biases -
Best forTeams comparing runs and managing experiment artifacts
- Better than Determined:
- Editor score 8.7 vs 8.2
A detailed experiment-tracking workspace with run comparisons, versioned artifacts, and a model registry.
- Run comparison
8.7/10★★★★☆Visit Comet -
Best forTeams wanting open-source tracking with deployment options
- Better than Determined:
- Editor score 8.6 vs 8.2
A broad experiment-tracking and MLOps toolkit with hosted and self-hosted options.
8.6/10★★★★☆Visit ClearML -
Best forDatabricks users tracking experiments in a managed stack
- Better than Determined:
- Editor score 8.5 vs 8.2
MLflow experiment tracking sits alongside registry, orchestration, serving, and managed compute.
8.5/10★★★★☆Visit Databricks -
Best forAWS teams building and tracking models end to end
- Better than Determined:
- Editor score 8.4 vs 8.2
End-to-end AWS model development with MLflow tracking, pipelines, registry, and managed deployment.
8.4/10★★★★☆Visit SageMaker AI -
Best forMid-market and enterprise teams across cloud environments
- Better than Determined:
- Editor score 8.3 vs 8.2
A governed MLOps workspace spanning experiment tracking, pipelines, model management, and serving.
8.3/10★★★★☆Visit Valohai -
Best forAzure teams managing experiments in MLOps workflows
A broad Azure ML workflow with evaluation tools and usage-based compute costs.
8.1/10★★★★☆Visit Azure -
Best forEnterprise teams prioritizing reproducibility and governance
A governance-focused experiment platform with managed cloud and self-managed deployment options.
- Self-hosted option
- Artifact storage
- Run comparison
8.0/10★★★★☆Try Domino Data Lab -
Best forTensorFlow users focused on visualizing training runs
A focused, free run-visualization suite for TensorFlow workflows.
- Run comparison
7.9/10★★★★☆Visit TensorBoard -
Best forKubeflow teams managing notebook environments
Configurable Kubernetes notebooks for teams that need environments, not experiment tracking.
7.9/10★★★★☆Visit Kubeflow -
Best forSnowflake teams managing and serving ML features
A Snowflake-native feature store, not a dedicated experiment-tracking product.
7.9/10★★★★☆Visit Snowflake -
Best forTeams wanting a broad open-source ML lifecycle platform
A broad ML lifecycle platform spanning experiment tracking, orchestration, and serving.
7.9/10★★★★☆Visit MLRun -
Best forKubernetes teams managing experiments and pipelines
Polyaxon combines experiment tracking and ML workflow control for Kubernetes teams.
7.8/10★★★★☆Visit Polyaxon -
Best forHugging Face users wanting simple free run tracking
Free run tracking with comparison and artifact registries for Python ML workflows.
- Run comparison
7.7/10★★★★☆Visit Trackio -
Best forResearchers comparing runs on standardized benchmarks
A research-focused platform for tracking runs, organizing datasets, and comparing benchmarks.
- Run comparison
7.6/10★★★★☆Visit OpenML
Determined Alternatives: Common Questions
What is the best alternative to Determined?
Weights & Biases: #1 in our Experiment Tracking ranking, with an editor score of 8.9 out of 10. A broad tracking platform for teams that need experiments, registry, and serving in one place.
Is there a free alternative to Determined?
Yes. Weights & Biases, Comet, ClearML, TensorBoard and Kubeflow Notebooks have a free plan or a free tier (9 of the 15 alternatives on this page).
What is the cheapest paid alternative to Determined?
Of the alternatives here that publish a price, ClearML starts lowest, at $15/user/mo.
Why do people look for Determined alternatives?
Experiment tracking is narrower than leading suites; Workflows are centered on Python; Support is community-based.
How do I switch from Determined?
Export your data from Determined (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel Determined.
How to Switch from Determined
- Export your data from Determined (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel Determined.
Determined vs Each Alternative
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 7 | Determined | Yes | Free | 8.2 |
| 1 | Weights & Biases | Yes | $60/mo | 8.9 |
| 2 | Comet | Yes | $19/user/mo | 8.7 |
| 3 | ClearML | Yes | $15/user/mo | 8.6 |
| 4 | Databricks Mosaic AI | 8.5 | ||
| 5 | Amazon SageMaker AI | No | 8.4 | |
| 6 | Valohai | No | 8.3 | |
| 7 | Azure Machine Learning | No | 8.1 | |
| 8 | Domino Data Lab | No | 8.0 | |
| 9 | TensorBoard | Yes | Free | 7.9 |
| 10 | Kubeflow Notebooks | Free | 7.9 | |
| 11 | Snowflake Feature Store | 7.9 | ||
| 12 | MLRun | Free | 7.9 | |
| 13 | Polyaxon | Yes | $125/mo | 7.8 |
| 14 | Trackio | Yes | Free | 7.7 |
| 15 | OpenML | Yes | Free | 7.6 |
Head-to-Head
- Determined vs Weights & Biases
- Determined vs Comet
- Determined vs ClearML
- Determined vs Databricks Mosaic AI
- Determined vs Amazon SageMaker AI
- Determined vs Valohai
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update