# Cyscale CNAPP: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/cyscale-cnapp

## 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% | 16 | 0% | 8 |

## What the models said for it

- "Combine with Cyscale or SecPod Saner Cloud (both noted for SMB-friendly pricing and free trials" (Grok 4.20, CNAPP)
- "If you're in a regulated industry, Cyscale is worth a close look." (Mistral Small, CNAPP)
- "Cyscale (Best for Startups & Small SaaS)" (DeepSeek V4 Flash, CNAPP)
- "Best for Compliance-Focused Companies" (MiniMax M2.5, 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 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| 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 Cyscale CNAPP, from 28 of the 28 answers that named it (only the models that return a source list).

### Domains cited

- comparitech.com: 25
- g2.com: 19
- csoonline.com: 18
- softwaretestinghelp.com: 17
- sourceforge.net: 11
- innetworktech.com: 10
- uptycs.com: 10
- peerspot.com: 9
- startupstash.com: 8
- aikido.dev: 7

### Pages cited

- https://comparitech.com/net-admin/best-cnapp: 25
- https://csoonline.com/article/573629/cnapp-buyers-guide-top-tools-compared.html: 18
- https://softwaretestinghelp.com/best-cnapp-vendors: 17
- https://g2.com/categories/cloud-native-application-protection-platform-cnapp/small-business: 14
- https://sourceforge.net/software/cloud-native-application-protection-platforms-cnapp/for-small-business: 10
- https://innetworktech.com/wp-content/uploads/2024/09/July-2024-Gartner-CNAPP-Reprint-1.pdf: 9
- https://startupstash.com/top-cloud-native-application-protection-platforms: 8
- https://uptycs.com/hubfs/80848LeadershipCompassCNAPP.pdf: 8

## What it publishes

Every page cyscale.com exposes, read 2026-09-29: 977 addresses. By kind, pages and the last 90 days:

- blog: 189 pages, 0 in the last 90 days, latest undated
- case study: 6 pages, 0 in the last 90 days, latest undated
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 7 pages, 0 in the last 90 days, latest undated
- comparison: 9 pages, 0 in the last 90 days, latest undated
- template or tool: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- news or press: 2 pages, 0 in the last 90 days, latest undated

## 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.