# Guild AI vs Polyaxon

| Attribute | Guild AI | Polyaxon |
|---|---|---|
| **vioscaleAI score** | 56.2 (52% (medium)) | 56.8 (26% (low)) |
| content.faq | `[{"answer":"A platform that provides visibility and governance over all AI agents and models in use, tracking costs, usage, and performance across teams while avoiding vendor lock-in and maintaining compatibility with existing tools and infrastructure. It is indexed under Experiment Tracking.","source":"https://guild.ai","question":"What is Guild AI?","confidence":0.6},{"answer":"Guild AI offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://guild.ai","question":"Is Guild AI free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Guild AI. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://guild.ai","question":"What platforms does Guild AI support?","confidence":0.6},{"answer":"Not fully, on what we have confirmed. Guild AI is offered as cloud / SaaS and hybrid, and a hybrid deployment usually means some components can run on your own infrastructure while the rest stays vendor-hosted. We have not confirmed a completely self-hosted option, so check with the vendor if that is a requirement.","source":"https://guild.ai","question":"Can Guild AI be self-hosted?","confidence":0.6},{"answer":"We have confirmed 4 integrations for Guild AI, including Azure, Anthropic, Cohere and OpenAI. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://guild.ai","question":"What does Guild AI integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001 and GDPR for Guild AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Guild AI not holding them. Always confirm compliance directly before you rely on it.","source":"https://guild.ai","question":"What security certifications does Guild AI have?","confidence":0.6}]` | `[{"answer":"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. It is indexed under Experiment Tracking.","source":"https://polyaxon.com/pricing-self-host","question":"What is Polyaxon?","confidence":0.6},{"answer":"Polyaxon offers a free tier, so you can start without paying. Paid plans start at $11 per read-only seat per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://polyaxon.com/pricing-self-host","question":"Is Polyaxon free?","confidence":0.6},{"answer":"Polyaxon supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://polyaxon.com/pricing-self-host","question":"What platforms does Polyaxon support?","confidence":0.6},{"answer":"Yes. Polyaxon can be deployed cloud / SaaS, hybrid, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://polyaxon.com/pricing-self-host","question":"Can Polyaxon be self-hosted?","confidence":0.6},{"answer":"We have confirmed 14 integrations for Polyaxon, including Slack, Git, TensorFlow, PyTorch, MXNet, Caffe, Ray and Dask, plus 6 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://polyaxon.com/pricing-self-host","question":"What does Polyaxon integrate with?","confidence":0.6},{"answer":"Polyaxon is available worldwide. Its primary market is the United States.","source":"https://polyaxon.com/pricing-self-host","question":"Where is Polyaxon available?","confidence":0.5}]` |
| deployment.options | `{"cloud":true,"hybrid":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | Provides centralized oversight of AI agents regardless of framework or deployment location, with cost monitoring, performance tracking, and governance enforcement without requiring code changes. | An open-source control plane that enables teams to run, track, and govern AI experiments and workloads on Kubernetes. Includes experiment tracking with metrics and artifacts, distributed training support, hyperparameter tuning, workflow orchestration, and model registry capabilities. |
| 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}` | `{"open_source":true,"pricing_model":"freemium-saas","rbac_governance":true,"deployment_model":"self-hosted","model_registry_bundled":true,"run_comparison_diffing":true,"llm_genai_eval_tracking":true,"data_versioning_integration":true,"metrics_and_artifact_logging":true,"native_hyperparameter_sweeps":true,"team_collaboration_workspaces":true,"distributed_multi_node_tracking":true}` |
| integrations.count | 5 | 7 |
| integrations.list | `[{"name":"Azure"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"OpenAI"},{"name":"Stripe"}]` | `[{"name":"Slack"},{"name":"Git"},{"name":"TensorFlow"},{"name":"PyTorch"},{"name":"MXNet"},{"name":"Caffe"},{"name":"Torch"},{"name":"Ray"},{"name":"Dask"},{"name":"Spark"},{"name":"Kubeflow"},{"name":"TensorBoard"},{"name":"JupyterLab","native":true,"category":"development","direction":"bidirectional"},{"name":"Kubernetes","native":true,"category":"orchestration","direction":"bidirectional"},{"name":"Docker","native":true,"category":"containers","direction":"inbound"},{"name":"GitHub","native":true,"category":"vcs","direction":"inbound"}]` |
| market.availability | - | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"freemium|quote","summary":"Free trial available; full pricing not disclosed","freeTier":true,"sourceUrl":"https://guild.ai","retrievedAt":"2026-09-09T12:26:15.021Z"}` | `{"type":"hybrid","plans":[{"free":false,"name":"Platform","summary":"$555/month","features":["All core features","Security and protection features","Collaboration features","Full UI and scheduling services","Service accounts for CI/CD/CT","Queue and workflow concurrency limits","Advanced analytics","Component, model, and artifact versions","Flow engine and optimization engine","Operation mapping and cache layer","Early stopping strategies","Actions, events, hooks, and joins"],"minSeats":3,"commitment":"monthly","components":[{"kind":"fixed","amount":555,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"queues":"10 to 50","concurrent_runs":"50 to 1000","developer_seats":"3 to 6","active_schedules":"5 to 50","compute_clusters":"1 to 2"}},{"free":false,"name":"Teams","summary":"$1500/month","features":["Everything in Platform","Advanced restrictions","Teams management","Organization and team-level roles","Outsider, Viewer, and Manager roles","Activities and audit trail with 3 months retention","IP address allow list","Team spaces","Priority support"],"minSeats":6,"commitment":"monthly","components":[{"kind":"fixed","amount":1500,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"billing_seats":"2","developer_seats":"6 to 12"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Everything in Teams","Custom number of seats","Custom number of compute clusters","Custom number of organizations","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","SSO/SAML","Enterprise integrations","Invoicing and wire transfer support","Enterprise support","Single tenancy and regional choice","Tailored onboarding","Premier 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"}]},{"name":"Additional queues, schedules, and concurrent runs","components":[{"kind":"fixed","amount":125,"period":"month","currency":"USD"}]},{"name":"Additional compute cluster","components":[{"kind":"fixed","amount":600,"period":"month","currency":"USD"}]}],"summary":"From $555/month. Free tier for academic use; 25% discount for early-stage startups.","currency":"USD","freeTier":true,"sourceUrl":"https://polyaxon.com/pricing","retrievedAt":"2026-09-28T11:38:32.959Z","startingPrice":{"amount":555,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | high |
| pricing.starting_price | - | `{"amount":555,"currency":"USD"}` |
| pricing.transparent | no | yes |
| security.certifications | `[{"name":"SOC 2 Type 1","status":"active"},{"name":"ISO 27001","status":"active"}]` | - |
| security.gdpr | yes | - |
| security.iso27001 | yes | - |
| security.soc2 | yes | - |

## Capabilities (Experiment Tracking)

| Capability | Guild AI | Polyaxon |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Deployment model | Managed SaaS | Self hosted |
| 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 | Freemium saas |

*Source: vioscaleAI. Generated 2026-10-17T01:31:02.666Z. "-" = undocumented, not absent.*