# Google Cloud Mandiant ASM: 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/google-cloud-mandiant-asm

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Attack surface management](https://www.gane.ai/index/it/security/attack-surface-management/index.md) | 0% | 77 | 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 | 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 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Cloud Mandiant ASM, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- cloud.google.com: 1
- cycognito.com: 1
- docs.censys.com: 1
- docs.rapid7.com: 1
- learn.microsoft.com: 1
- paloaltonetworks.com: 1
- tenable.com: 1

### Pages cited

- https://cloud.google.com/security/products/attack-surface-management: 1
- https://cycognito.com/documents/datasheets/CyCognito_Platform_Overview.pdf: 1
- https://docs.censys.com/docs/asm-understand-investigate-attack-surface: 1
- https://docs.rapid7.com/surface-command-offering: 1
- https://learn.microsoft.com/en-gb/azure/external-attack-surface-management/what-is-discovery: 1
- https://paloaltonetworks.com/cortex/cortex-xpanse: 1
- https://tenable.com/products/attack-surface-management: 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.