# AWS SageMaker Governance: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/aws-sagemaker-governance

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 55 | 0% | 1 |

## What the models said for it

- "If you use standard cloud infrastructure: Enable the built-in governance features in AWS SageMaker" (Gemini 3.5 Flash, AI governance)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named AWS SageMaker Governance, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- decube.io: 3
- ibm.com: 2
- superblocks.com: 2
- upguard.com: 2
- agility-at-scale.com: 1
- aicompliancevendors.com: 1
- aimultiple.com: 1
- bigid.com: 1
- cake.ai: 1
- cio.com: 1

### Pages cited

- https://decube.io/post/ai-governance-tools: 3
- https://ibm.com/products/watsonx-governance/model-governance: 2
- https://superblocks.com/blog/ai-governance-solutions: 2
- https://upguard.com/blog/best-ai-governance-platforms: 2
- https://agility-at-scale.com/ai/governance/ai-governance-tools-and-technology: 1
- https://aicompliancevendors.com/best/eu-ai-act-compliance-tools: 1
- https://aimultiple.com/ai-governance-tools: 1
- https://bigid.com/blog/ai-governance-tools-for-enterprises: 1

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.