# Guild AI vs Valohai

| Attribute | Guild AI | Valohai |
|---|---|---|
| **Vioscale score** | 60.9 (20% (low)) | 50.4 (22% (low)) |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | A platform that provides unified deployment, governance, and observability for AI agents regardless of which model or framework is used, enabling teams to track costs, control access, and maintain visibility across all their agents. | 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. |
| features.capabilities | `{"soc2":true,"open_source":false,"pricing_model":"freemium-saas","rbac_governance":true,"deployment_model":"managed-SaaS","run_comparison_diffing":true,"llm_genai_eval_tracking":true,"metrics_and_artifact_logging":true,"team_collaboration_workspaces":true}` | - |
| integrations.count | 4 | - |
| integrations.list | `[{"name":"Azure"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"OpenAI"}]` | - |
| market.availability | - | `{"hqCountry":"FI","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | - | `{"type":"quote","freeTier":false,"sourceUrl":"https://valohai.com/pricing/","retrievedAt":"2026-08-19T09:08:16.306Z","freeTrialDays":14,"billingPeriods":["month"]}` |
| pricing.free_tier | - | no |
| pricing.model | commercial | quote |
| pricing.price_level | - | unknown |
| pricing.transparent | - | yes |
| security.gdpr | yes | yes |
| security.iso27001 | yes | - |
| security.soc2 | yes | yes |

## Capabilities (Experiment Tracking)

| Capability | Guild AI | Valohai |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Deployment model | Managed SaaS | - |
| 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 | Freemium saas | - |

*Source: Vioscale. Generated 2026-09-01T14:32:11.086Z. "-" = undocumented, not absent.*