# Guild AI vs Polyaxon

| Attribute | Guild AI | Polyaxon |
|---|---|---|
| **Vioscale score** | 60.9 (20% (low)) | 62.3 (26% (low)) |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true,"on_prem":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. | 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. |
| 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 | 12 |
| integrations.list | `[{"name":"Azure"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"OpenAI"}]` | `[{"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":[]}` |
| platform.support | `{"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"]}` |
| pricing.free_tier | - | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | - | high |
| pricing.starting_price | - | `{"amount":4000,"currency":"USD"}` |
| pricing.transparent | - | yes |
| security.gdpr | yes | - |
| security.iso27001 | yes | - |
| security.soc2 | yes | - |

## Capabilities (Experiment Tracking)

| Capability | Guild AI | Polyaxon |
|---|:--:|:--:|
| **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 2026-09-01T17:17:24.931Z. "-" = undocumented, not absent.*