# Comet vs Valohai

| Attribute | Comet | Valohai |
|---|---|---|
| **Vioscale score** | 47.3 (26% (low)) | 50.4 (22% (low)) |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | A platform that helps developers trace agent execution, evaluate performance with automated metrics, and monitor systems in production. It provides experiment management, dataset handling, and tools to identify and fix agent failures before users encounter them. | 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 | 60 | - |
| integrations.list | `[{"name":"LangChain"},{"name":"OpenAI"},{"name":"Claude Code"},{"name":"Codex"}]` | - |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"FI","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Free Tier","description":"No credit card required, generous free tier for individual use"},{"name":"Open Source Self-Hosted","description":"Apache-2.0 licensed, deployable on Kubernetes with Helm"}],"summary":"Free tier available; open-source self-hosted option under Apache-2.0; enterprise plans available","freeTier":true,"sourceUrl":"https://www.comet.com","retrievedAt":"2026-08-19T09:04:35.440Z"}` | `{"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 | low | unknown |
| pricing.transparent | no | yes |
| security.gdpr | yes | yes |
| security.soc2 | - | yes |

## Capabilities (Experiment Tracking)

| Capability | Comet | 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 2026-09-01T17:27:40.842Z. "-" = undocumented, not absent.*