# Amazon SageMaker Experiments vs Comet

**Leader by Vioscale score:** Amazon SageMaker Experiments

| Attribute | Amazon SageMaker Experiments | Comet |
|---|---|---|
| **Vioscale score** | 57 (42% (low)) | 47.3 (26% (low)) |
| deployment.options | `{"cloud":true,"hybrid":true}` | `{"cloud":true,"self_hosted":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 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. |
| integrations.count | 9 | 60 |
| 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":"LangChain"},{"name":"OpenAI"},{"name":"Claude Code"},{"name":"Codex"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"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"]}` | `{"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"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.transparent | yes | no |
| security.fedramp | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | - |
| security.pci | yes | - |

## Capabilities (Experiment Tracking)

| Capability | Amazon SageMaker Experiments | Comet |
|---|:--:|:--:|
| **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 2026-09-01T16:34:38.461Z. "-" = undocumented, not absent.*