# Amazon SageMaker Experiments vs Guild AI

| Attribute | Amazon SageMaker Experiments | Guild AI |
|---|---|---|
| **Vioscale score** | 57 (42% (low)) | 60.9 (20% (low)) |
| deployment.options | `{"cloud":true,"hybrid":true}` | `{"cloud":true}` |
| description.long | An integrated machine learning service that combines data discovery, model development, generative AI capabilities, and analytics in a fully managed cloud environment. Provides serverless notebooks, data processing, and model deployment infrastructure. | 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. |
| 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 | 9 | 4 |
| integrations.list | `[{"name":"Apache Spark"},{"name":"Apache Flink"},{"name":"Trino"},{"name":"Apache Airflow"},{"name":"Amazon S3"},{"name":"Amazon Redshift"},{"name":"Amazon EMR"},{"name":"Amazon EKS"},{"name":"Amazon MWAA"}]` | `[{"name":"Azure"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"OpenAI"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"usage","summary":"Pay-as-you-go pricing; 1 or 3-year Savings Plans available for compute services","currency":"USD","freeTier":true,"sourceUrl":"https://aws.amazon.com/pricing/?nc2=h_pr_pr","retrievedAt":"2026-08-19T09:08:39.241Z","billingPeriods":["month"]}` | - |
| pricing.free_tier | yes | - |
| pricing.model | freemium | commercial |
| pricing.price_level | low | - |
| pricing.transparent | yes | - |
| security.fedramp | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | - |
| security.iso27001 | - | yes |
| security.pci | yes | - |
| security.soc2 | - | yes |

## Capabilities (Experiment Tracking)

| Capability | Amazon SageMaker Experiments | Guild AI |
|---|:--:|:--:|
| **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 2026-09-01T17:20:04.150Z. "-" = undocumented, not absent.*