# Attivo: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 2 categories by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/attivo

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Deception technology](https://www.gane.ai/index/it/security/deception-technology/index.md) | 0% | 113 | 100% | 3 |
| [Identity threat detection and response](https://www.gane.ai/index/it/identity/identity-threat-detection-and-response/index.md) | 0% | 80 | 0% | 1 |

## And against it

- "TrapX or Attivo (acquired by SentinelOne): Solid for endpoint/AD, but verify post-acquisition support." (Grok 4.20, Deception)
- "Premium pricing, requires SOC expertise; better for large enterprises" (DeepSeek V4 Flash, Deception)
- "without buying expensive enterprise licenses (like Attivo or Cisco)" (Qwen 3.7 Flash, 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 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Attivo, from 10 of the 19 answers that named it (only the models that return a source list).

### Domains cited

- expertinsights.com: 5
- verifiedmarketresearch.com: 5
- fidelissecurity.com: 4
- gane.ai/index: 4
- guideflow.com: 4
- acalvio.com: 3
- countercraftsec.com: 3
- github.com: 3
- marketintelo.com: 3
- reddit.com: 3

### Pages cited

- https://expertinsights.com/network-security/best-deception-technology-companies: 5
- https://verifiedmarketresearch.com/blog/best-deception-technology-software: 5
- https://countercraftsec.com/blog/deception-technology-buyers-guide: 3
- https://guideflow.com/blog/deception-technology-software: 3
- https://marketintelo.com/report/deception-technology-market: 3
- https://zscaler.com/blogs/product-insights/what-to-look-for-deception-technology: 3
- https://acalvio.com/resources/guide/acalvio-cyber-deception-buyers-guide: 2
- https://canary.tools/: 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.