# Lupovis: 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/lupovis

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Deception technology](https://www.gane.ai/index/it/security/deception-technology/index.md) | 0% | 107 | 100% | 1 |

## And against it

- "Verify SaaS-lure coverage, data handling, integrations, and whether its rapid deployment compensates for any limitations" (Perplexity Sonar, Deception)

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

### Domains cited

- cyberpress.org: 4
- expertinsights.com: 4
- eastbaycyber.com: 3
- guideflow.com: 3
- scmgalaxy.com: 3
- sourceforge.net: 3
- stocksmantra.com: 3
- us.fitgap.com: 3
- acalvio.com: 2
- devopsschool.com: 2

### Pages cited

- https://cyberpress.org/deception-technology-review: 4
- https://expertinsights.com/network-security/best-deception-technology-companies: 4
- https://eastbaycyber.com/content/compare-best-deception-technology-platforms-2026: 3
- https://guideflow.com/blog/deception-technology-software: 3
- https://scmgalaxy.com/tutorials/top-10-deception-technology-tools-features-pros-cons-comparison: 3
- https://sourceforge.net/software/deception-technology/for-small-business: 3
- https://stocksmantra.com/top-10-deception-technology-tools-features-pros-cons-comparison: 3
- https://us.fitgap.com/search/deception-technology-software/small-business: 3

## 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.