# Amazon Inspector: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 3 categories by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/amazon-inspector

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cloud-native application protection](https://www.gane.ai/index/it/cloud/cloud-native-application-protection/index.md) | 0% | 34 | 0% | 1 |
| [Cloud security posture management](https://www.gane.ai/index/it/cloud/cloud-security-posture-management/index.md) | 0% | 59 | 100% | 1 |
| [Container and Kubernetes security](https://www.gane.ai/index/it/cloud/container-and-kubernetes-security/index.md) | 0% | 39 | 0% | 1 |

## What the models said for it

- "Cloud provider native tools: AWS Inspector, Azure Defender, Google Container Analysis – tied to your infrastructure but stable" (Kimi K2, Container security)
- "Billed based on actual usage ... You only pay for what you use with zero upfront software commitment." (Gemini 3.5 Flash, CNAPP)

## And against it

- "Native and cost-effective for AWS-only environments but limited multi-cloud." (Grok 4.20, CSPM)

## 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 | 1 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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 Amazon Inspector, from 5 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- aikido.dev: 2
- cloudaware.com: 2
- paloaltonetworks.com: 2
- wiz.io: 2
- accuknox.com: 1
- armosec.io: 1
- arxiv.org: 1
- auditxyz.com: 1
- blog.gitguardian.com: 1
- calcalistech.com: 1

### Pages cited

- https://cloudaware.com/blog/cnapp-tools: 2
- https://wiz.io/academy/cloud-security/open-source-cnapp-tools: 2
- https://accuknox.com/blog/best-cnapp-tools-unified-visibility: 1
- https://aikido.dev/blog/container-security-guide: 1
- https://aikido.dev/pricing: 1
- https://armosec.io/blog/prisma-cloud-alternatives: 1
- https://arxiv.org/html/2111.11475v1: 1
- https://arxiv.org/pdf/2404.18082: 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.