# Comet vs Polyaxon

| Attribute | Comet | Polyaxon |
|---|---|---|
| **Vioscale score** | 47.3 (26% (low)) | 62.3 (26% (low)) |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":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. | 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. |
| integrations.count | 60 | 12 |
| integrations.list | `[{"name":"LangChain"},{"name":"OpenAI"},{"name":"Claude Code"},{"name":"Codex"}]` | `[{"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":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"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":"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"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | high |
| pricing.starting_price | - | `{"amount":4000,"currency":"USD"}` |
| pricing.transparent | no | yes |
| security.gdpr | yes | - |

## Capabilities (Experiment Tracking)

| Capability | Comet | Polyaxon |
|---|:--:|:--:|
| **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 2026-09-01T14:30:11.887Z. "-" = undocumented, not absent.*