# Cisco Cloud Security / Panoptica: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/cisco-cloud-security-panoptica

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cloud-native application protection](https://www.gane.ai/index/it/cloud/cloud-native-application-protection/index.md) | 0% | 68 | 50% | 2 |

## And against it

- "Avoid or be cautious about: Cisco Cloud Security / Panoptica (low customer sentiment)" (GLM 4.7 FlashX, CNAPP)

## 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 | 1 | 1 | 2 |
| 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 Cisco Cloud Security / Panoptica, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- csoonline.com: 2
- research.etr.ai: 2
- techzine.eu: 2
- uptycs.com: 2
- 2631050.fs1.hubspotusercontent-na1.net: 1
- accuknox.com: 1
- algosec.com: 1
- aquasec.com: 1
- checkmarx.com: 1
- cloudquery.io: 1

### Pages cited

- https://research.etr.ai/blog-observatory/the-cnapp-promise-a-crucible-of-monitoring-security-and-compliance-in-all-environments: 2
- https://techzine.eu/blogs/security/127572/customers-review-cnapp-offerings-these-are-the-winners-and-losers: 2
- https://uptycs.com/hubfs/80848LeadershipCompassCNAPP.pdf: 2
- https://2631050.fs1.hubspotusercontent-na1.net/hubfs/2631050/AquaSecurity-6-Common-CNAPP-Pitfalls.pdf: 1
- https://accuknox.com/blog/cnapp-vendors: 1
- https://accuknox.com/blog/cspm-tools: 1
- https://accuknox.com/blog/wiz-ai-spm-alternatives: 1
- https://algosec.com/solutions/why-cnapp-is-not-enough: 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.