# Natoma: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/natoma

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 31 | 0% | 3 |

## What the models said for it

- "Natoma is best for lightweight NHI discovery for mid-market organizations" (Claude Haiku 4.5, NHI management)
- "Best for automated NHI lifecycle and governance." (GLM 4.7 FlashX, NHI management)
- "Best Value / Lightweight Entry" (DeepSeek V4 Flash, NHI management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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 Natoma, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- expertinsights.com: 4
- idsync.com: 4
- securityboulevard.com: 4
- startwithidentity.com: 4
- aembit.io: 3
- guptadeepak.com: 3
- oneidentity.com: 3
- startupstash.com: 3
- g2.com: 2
- gane.ai/index: 2

### Pages cited

- https://expertinsights.com/identity-and-access-management/top-nhi-management-solutions: 4
- https://guptadeepak.com/tools/top-10-non-human-identity-security-2026: 3
- https://idsync.com/compare/best-nhi-management-tools: 3
- https://oneidentity.com/learn/top-non-human-identity-and-agentic-ai-security-tools.aspx: 3
- https://securityboulevard.com/2026/06/top-non-human-identity-nhi-management-tools-for-2026: 3
- https://startupstash.com/top-non-human-identity-management-platforms: 3
- https://startwithidentity.com/rankings: 3
- https://marketsandmarkets.com/ResearchInsight/non-human-identity-nhi-access-management-companies.asp: 2

## 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.