# Amazon SageMaker Experiments vs Guild AI

**Leader by vioscaleAI score:** Guild AI

| Attribute | Amazon SageMaker Experiments | Guild AI |
|---|---|---|
| **vioscaleAI score** | 42.2 (55% (medium)) | 56.2 (52% (medium)) |
| content.faq | `[{"answer":"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. It is indexed under Experiment Tracking.","source":"https://aws.amazon.com/pricing/?nc2=h_pr_pr","question":"What is Amazon SageMaker Experiments?","confidence":0.6},{"answer":"Amazon SageMaker Experiments offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://aws.amazon.com/pricing/?nc2=h_pr_pr","question":"Is Amazon SageMaker Experiments free?","confidence":0.6},{"answer":"Amazon SageMaker Experiments supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://aws.amazon.com/pricing/?nc2=h_pr_pr","question":"What platforms does Amazon SageMaker Experiments support?","confidence":0.6},{"answer":"Not fully, on what we have confirmed. Amazon SageMaker Experiments 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://aws.amazon.com/pricing/?nc2=h_pr_pr","question":"Can Amazon SageMaker Experiments be self-hosted?","confidence":0.6},{"answer":"We have confirmed 9 integrations for Amazon SageMaker Experiments, including Apache Spark, Apache Flink, Trino, Apache Airflow, Amazon S3, Amazon Redshift, Amazon EMR and Amazon EKS, plus 1 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://aws.amazon.com/pricing/?nc2=h_pr_pr","question":"What does Amazon SageMaker Experiments integrate with?","confidence":0.6},{"answer":"We have independently confirmed HIPAA and GDPR for Amazon SageMaker Experiments. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Amazon SageMaker Experiments not holding them. Always confirm compliance directly before you rely on it.","source":"https://aws.amazon.com/security/?nc1=f_cc","question":"What security certifications does Amazon SageMaker Experiments have?","confidence":0.7},{"answer":"Amazon SageMaker Experiments is available worldwide. Its primary market is the United States. The vendor is headquartered in the United States.","source":"https://aws.amazon.com/pricing/?nc2=h_pr_pr","question":"Where is Amazon SageMaker Experiments available?","confidence":0.75}]` | `[{"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}]` |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true}` |
| description.long | A managed service that enables data scientists and ML engineers to log metrics, parameters, and artifacts from training experiments, compare multiple runs side-by-side, and manage the ML development lifecycle with built-in governance and collaboration features. | Provides centralized oversight of AI agents regardless of framework or deployment location, with cost monitoring, performance tracking, and governance enforcement without requiring code changes. |
| features.capabilities | `{"rbac_governance":true,"run_comparison_diffing":true,"metrics_and_artifact_logging":true,"team_collaboration_workspaces":true}` | `{"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 | 5 |
| 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":"Amazon SageMaker Studio","native":true,"category":"platform","direction":"bidirectional"},{"name":"Amazon Q Developer","native":true,"category":"ai_assistant","direction":"bidirectional"},{"name":"AWS Glue","native":true,"category":"data_processing","direction":"bidirectional"}]` | `[{"name":"Azure"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"OpenAI"},{"name":"Stripe"}]` |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":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":"freemium|quote","summary":"Free trial available; full pricing not disclosed","freeTier":true,"sourceUrl":"https://guild.ai","retrievedAt":"2026-09-09T12:26:15.021Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.transparent | no | no |
| security.certifications | `[{"name":"GDPR","status":"active"},{"name":"HIPAA/HITECH","status":"active"},{"name":"PCI-DSS","status":"active"},{"name":"FedRAMP","status":"active"}]` | `[{"name":"SOC 2 Type 1","status":"active"},{"name":"ISO 27001","status":"active"}]` |
| security.fedramp | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | - |
| security.iso27001 | - | yes |
| security.pci | yes | - |
| security.soc2 | - | yes |
| security.trust_center | https://aws.amazon.com/compliance/?nc2=h_dsc_aa_cmp | - |

## 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: vioscaleAI. Generated 2026-10-16T20:49:32.964Z. "-" = undocumented, not absent.*