# Polyaxon vs Valohai

| Attribute | Polyaxon | Valohai |
|---|---|---|
| **Vioscale score** | 62.3 (26% (low)) | 50.4 (22% (low)) |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | Platform for running machine learning training, AI workloads, and inference operations on Kubernetes infrastructure. Provides experiment tracking, observability, automation, governance, and team collaboration capabilities while supporting self-hosted, hybrid, and managed deployments. | Valohai is an MLOps infrastructure platform that automates and tracks machine learning workflows, experiments, and model deployments. It provides unified cost and performance monitoring across any cloud, on-premises, or hybrid infrastructure, eliminating the complexity of managing ML infrastructure separately. |
| integrations.count | 12 | - |
| integrations.list | `[{"name":"Slack"},{"name":"Git"},{"name":"TensorFlow"},{"name":"PyTorch"},{"name":"MXNet"},{"name":"Caffe"},{"name":"Torch"},{"name":"Ray"},{"name":"Dask"},{"name":"Spark"},{"name":"Kubeflow"},{"name":"TensorBoard"}]` | - |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"FI","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Community","summary":"Free","features":["Powerful workspace","Core experimentation features","Core tools and integrations","Core tracking and lineage features","Free community UI","Basic migrations","Community support"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Self-hosted deployment for developers and small teams","contactSales":false},{"free":false,"name":"Business","summary":"$4000/month base","features":["Everything in Community","10-30 developer seats","1-4 compute clusters","10-50 queues","50-1000 concurrent runs","5-50 active schedules","2 billing seats","Security and protection features","Collaboration features","Full UI and scheduling services","Service accounts for CI/CD","Queue and workflow concurrency limits","Advanced analytics","Component, model, and artifact versions","Flow engine and optimization engine","Actions, events, hooks, and joins","Advanced restrictions","Teams management","Organization and team-level roles","Activities and audit trail","SSO/SAML","IP address allow list","Team spaces","Priority support","Invoicing and wire transfer support"],"minSeats":10,"components":[{"kind":"fixed","amount":4000,"period":"month","currency":"USD"}],"description":"Production deployments with compliance and security features","contactSales":false,"includedLimits":{"queues":"10, up to 50","concurrent_runs":"50, up to 1000","developer_seats":"10, up to 30","active_schedules":"5, up to 50","compute_clusters":"1, up to 4"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Custom number of active schedules","Custom branding and white label","Custom policies, RBAC, and ACL","Custom audit trail retention","Custom support and uptime SLAs","Custom contracts and billing","Enterprise integrations","Enterprise support","Tailored onboarding","Premier support"],"description":"Large-scale deployments with custom policies and dedicated support","contactSales":true}],"addOns":[{"name":"Additional developer seats","components":[{"kind":"per_unit","unit":"seat","amount":99,"period":"month","currency":"USD"}]},{"name":"Additional read-only seats","components":[{"kind":"per_unit","unit":"seat","amount":11,"period":"month","currency":"USD"}]}],"summary":"Free Community tier. Business from $4000/month plus per-seat add-ons. Enterprise custom pricing.","currency":"USD","freeTier":true,"sourceUrl":"https://polyaxon.com/pricing-self-host","retrievedAt":"2026-08-19T09:06:50.959Z","startingPrice":{"amount":4000,"period":"month","currency":"USD"},"billingPeriods":["month"]}` | `{"type":"quote","freeTier":false,"sourceUrl":"https://valohai.com/pricing/","retrievedAt":"2026-08-19T09:08:16.306Z","freeTrialDays":14,"billingPeriods":["month"]}` |
| pricing.free_tier | yes | no |
| pricing.model | freemium | quote |
| pricing.price_level | high | unknown |
| pricing.starting_price | `{"amount":4000,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| security.gdpr | - | yes |
| security.soc2 | - | yes |

## Capabilities (Experiment Tracking)

| Capability | Polyaxon | Valohai |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Deployment model | - | - |
| Open source | - | - |
| Metrics and artifact logging | - | - |
| Native hyperparameter sweeps | - | - |
| Run comparison diffing | - | - |
| Model registry bundled | - | - |
| Data versioning integration | - | - |
| Distributed multi node tracking | - | - |
| Team collaboration workspaces | - | - |
| LLM genai eval tracking | - | - |
| RBAC governance | - | - |
| SOC2 | - | - |
| Pricing model | - | - |

*Source: Vioscale. Generated 2026-09-01T14:31:22.187Z. "-" = undocumented, not absent.*