Head-to-head · ML Experiment Tracking Software
Valohai vs Hopsworks AI Lakehouse
Valohai leads on 0 checks, Hopsworks AI Lakehouse on 1, and 5 are even. Who comes out ahead on the 6 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreValohai · 8.3/10
- Free planonly Hopsworks AI Lakehouse
- Free trialonly Valohai
- Most featuresHopsworks AI Lakehouse · 5 of 5
Valohai scores higher on our rubric for ml experiment tracking software: 8.3 against 8.2 out of 10; our editors rank them #6 and #7.
Hopsworks AI Lakehouse offers free plan; Valohai doesn't.
Valohai is the better fit for governed multi-cloud enterprise ML teams. Hopsworks AI Lakehouse is the better fit for teams needing tracking plus feature governance.
- Valohai fits best
Governed multi-cloud enterprise ML teams
- Hopsworks AI Lakehouse fits best
Teams needing tracking plus feature governance
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Side by side
| Feature | Valohai 8.3/10 Visit ↗ | Hopsworks AI Lakehouse 8.2/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 8.3 | 8.2 |
| Ranking | #6 in ML Experiment Tracking Software | #7 in ML Experiment Tracking Software |
| Best for | Governed multi-cloud enterprise ML teams | Teams needing tracking plus feature governance |
| Pricing model | Paid | Free plan + paid |
| Starting price | Pricing on request · 14-day trial | — |
| Free plan | — | ✓ (best) |
| Free trial | 14 days | — |
| Deployment | Cloud, Self-hosted | Cloud, Self-hosted |
| Platforms | Web | Web |
| Support | Email, Docs | Community, Docs |
| Compliance | SOC 2, GDPR, SSO/SAML, 2FA | SOC 2, ISO 27001, GDPR, 2FA |
| Integrations | 20 integrations | 32+ integrations |
| Built for | Mid-market, Enterprise | Mid-market, Enterprise |
| Features Valohai 1/5 · Hopsworks AI Lakehouse 5/5 | ||
| Run comparison | Not checked yet | ✓ (best) |
| Artifact tracking | Not checked yet | ✓ (best) |
| Dataset versioning | Not checked yet | ✓ (best) |
| Model registry | ✓ | ✓ |
| API and SDK access | Not checked yet | ✓ (best) |
| Specs | ||
| Deployment options | Not checked yet | Not checked yet |
| Our review | ||
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| Cons |
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| Our verdict | Valohai is an MLOps platform for data scientists, ML engineers, and enterprise ML teams. Its experiment tracking covers metrics, logs, parameters, and reproducibility information, while the wider platform manages code, data, models,… Read the review → |
Hopsworks AI Lakehouse brings experiment tracking into a wider platform for building and operating machine-learning and AI systems. It is suited to teams that need to record training runs, metrics, logs, hyperparameters, outputs, and… Read the review → |
Strengths and trade-offs
Valohai — where it wins
- Tracks metrics, logs, parameters, code, data, and reproducibility information
- Connects registries, pipelines, serving, and data versioning in one platform
- Supports multi-cloud, Kubernetes, Slurm, on-premises, and distributed training
Where it doesn't
- Pricing requires contacting sales
- There is no free plan
- Its wider MLOps scope may exceed tracking-only requirements
Hopsworks AI Lakehouse — where it wins
- Free plan includes experiment tracking, comparisons, artifacts, and one project
- Covers datasets, features, models, serving, lineage, and monitoring
- Supports web, API, self-hosted, cloud, on-premise, and air-gapped deployments
Where it doesn't
- The Free plan is limited to 1 project
- SaaS costs vary with usage, complicating fixed-budget planning
- Broader than a focused experiment-tracking product
- Valohai8.3/10 · Pricing on request · 14-day trial
A broad MLOps platform for teams that need tracking plus production governance.
Visit ValohaiFull verdict → - Hopsworks AI Lakehouse8.2/10 · Free plan
A broad AI lakehouse for teams that need tracking alongside feature and model governance.
Visit HopsworksFull verdict →
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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