# Minerva: 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/minerva

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Deception technology](https://www.gane.ai/index/it/security/deception-technology/index.md) | 0% | 80 | 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 | 1 | 0 | 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 | 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 Minerva, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- arxiv.org: 1
- brennancenter.org: 1
- countercraftsec.com: 1
- cyberpress.org: 1
- expertinsights.com: 1
- guideflow.com: 1
- hyperframeresearch.com: 1
- link.springer.com: 1
- mdpi.com: 1
- revenuebase.ai: 1

### Pages cited

- https://arxiv.org/html/2605.09007v2: 1
- https://brennancenter.org/our-work/research-reports/how-detect-and-guard-against-deceptive-ai-generated-election-information: 1
- https://countercraftsec.com/blog/deception-technology-buyers-guide: 1
- https://cyberpress.org/deception-technology-review: 1
- https://expertinsights.com/network-security/best-deception-technology-companies: 1
- https://guideflow.com/blog/deception-technology-software: 1
- https://hyperframeresearch.com/wp-content/uploads/2026/02/HFR_Cyber-Deception-Market_RB_v1-020226.RW_.pdf: 1
- https://link.springer.com/content/pdf/10.1007/s11098-024-02259-8.pdf: 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.