# AWS Proton: 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-proton

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Infrastructure as code](https://www.gane.ai/index/it/cloud/infrastructure-as-code/index.md) | 0% | 22 | 0% | 1 |

## 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 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| 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 Proton, from 4 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- cycloid.io: 2
- em360tech.com: 2
- roadie.io: 2
- cloudomation.com: 1
- controlplane.com: 1
- developerportalcost.com: 1
- digitalapi.ai: 1
- docs.aws.amazon.com: 1 (its own site)
- en.wikipedia.org: 1
- g2.com: 1

### Pages cited

- https://cycloid.io/blog/top-11-internal-developer-platforms-idps-in-2025: 2
- https://em360tech.com/top-10/top-10-enterprise-internal-developer-platforms: 2
- https://cloudomation.com/cloudomation-blog/5-internal-developer-portals-and-what-software-engineers-say-about-them: 1
- https://controlplane.com/blog/post/best-internal-developer-platforms: 1
- https://cycloid.io/blog/idp-for-enterprise: 1
- https://cycloid.io/blog/internal-developer-platform-the-complete-guide-for-platform-engineers-in-2026: 1
- https://cycloid.io/blog/top-11-idp-providers-internal-developer-platforms-in-2026: 1
- https://cycloid.io/blog/top-11-internal-developer-platforms-idps-in-2026: 1

## In its own words

What AWS Proton's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: A fully managed delivery service for automating container and serverless applications leveraging consistent standards. (https://aws.amazon.com/proton)
- For: developers (https://aws.amazon.com/proton)

## 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.