# Palo Alto Networks Cortex Cloud: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 103 judge labels across 13 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/palo-alto-networks-cortex-cloud

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 8% | 3 | 12% | 49 |
| [SOAR platforms](https://www.gane.ai/index/it/security/soar-platforms/index.md) | 2% | 14 | 0% | 2 |
| [Cloud-native application protection](https://www.gane.ai/index/it/cloud/cloud-native-application-protection/index.md) | 2% | 5 | 27% | 15 |
| [Data security posture management](https://www.gane.ai/index/it/security/data-security-posture-management/index.md) | 0% | 20 | 8% | 12 |
| [Time series databases](https://www.gane.ai/index/it/it-data/time-series-databases/index.md) | 0% | 15 | 0% | 6 |
| [Application security posture management](https://www.gane.ai/index/it/developer/application-security-posture-management/index.md) | 0% | 22 | 0% | 5 |
| [Cloud security posture management](https://www.gane.ai/index/it/cloud/cloud-security-posture-management/index.md) | 0% | 34 | 40% | 5 |
| [Container and Kubernetes security](https://www.gane.ai/index/it/cloud/container-and-kubernetes-security/index.md) | 0% | 75 | 33% | 3 |
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 0% | 61 | 0% | 2 |
| [Intelligent document processing](https://www.gane.ai/index/it/it-data/intelligent-document-processing/index.md) | 0% | 58 | 0% | 1 |
| [Observability platforms](https://www.gane.ai/index/it/operations/observability-platforms/index.md) | 0% | 65 | 100% | 1 |
| [SaaS management platforms](https://www.gane.ai/index/it/operations/saas-management-platforms/index.md) | 0% | 56 | 0% | 1 |
| [Telemetry pipelines](https://www.gane.ai/index/it/operations/telemetry-pipelines/index.md) | 0% | 78 | 0% | 1 |

## What the models said for it

- "Widely considered the most comprehensive platform... Choose Palo Alto/Aqua if you want maximum depth and a unified view from Dev to Ops." (Qwen 3.7 Flash, CNAPP)
- "Maintains the leading revenue position, with a 17% market share in Q1 2024 and having led the market for 22 consecutive quarters." (Mistral Small, CNAPP)
- "the TheHive + Cortex + Shuffle open-source stack or OpenSOAR self-hosted are the most common recommendations" (Muse Glimmer 30B, SOAR)
- "strongest if you want one vendor spanning AI security + SOC automation + broader platform security" (GPT-5.4 mini, AI security)

## And against it

- "Other Options to Avoid on a Tight Budget - Cortex, configure8, or Cycloid are excellent but are paid SaaS platforms" (Grok 4.20, Developer portals)
- "While Wiz and Palo Alto are popular, reviewers note their DSPM modules often lack the classification accuracy, granular data flow mapping, and compliance reporting" (DeepSeek V4 Flash, DSPM)
- "Feature-rich and powerful, but historically known for high administrative complexity, steep learning curves, and modular fragmentation due to past acquisitions." (Gemini 3.5 Flash, CNAPP)
- "Frequently criticized for high and unpredictable costs... Steep learning curve and complex setup/policy tuning" (Grok 4.20, Container security)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 1 | 5 | 1 | 0 | 7 |
| Gemini 3.5 Flash | 0 | 7 | 1 | 3 | 11 |
| Perplexity Sonar | 0 | 6 | 1 | 2 | 9 |
| Grok 4.20 | 3 | 3 | 6 | 2 | 14 |
| Mistral Small | 1 | 0 | 2 | 2 | 5 |
| DeepSeek V4 Flash | 1 | 3 | 1 | 4 | 9 |
| Llama 4 Maverick | 0 | 2 | 4 | 0 | 6 |
| Qwen 3.7 Flash | 2 | 3 | 0 | 1 | 6 |
| Kimi K2 | 0 | 4 | 3 | 1 | 8 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 0 | 4 |
| MiniMax M2.5 | 1 | 3 | 2 | 0 | 6 |
| GPT-6 Luna | 0 | 6 | 0 | 0 | 6 |
| Muse Glimmer 30B | 1 | 6 | 2 | 0 | 9 |

## Sources returned with these answers

The sites and pages cited by the answers that named Palo Alto Networks Cortex Cloud, from 273 of the 305 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 62
- cycloid.io: 59
- g2.com: 55
- opslevel.com: 53
- port.io: 53
- dupple.com: 51
- toolradar.com: 48
- csoonline.com: 40
- cortex.io: 38
- roadie.io: 38

### Pages cited

- https://dupple.com/learn/best-internal-developer-portals: 50
- https://toolradar.com/guides/best-internal-developer-portals: 45
- https://opslevel.com/resources/internal-developer-portal-the-buyers-guide: 29
- https://thectoclub.com/tools/best-internal-developer-portals: 27
- https://humanitec.com/internal-developer-portal: 26
- https://roadie.io/blog/7-best-developer-portals-for-enterprise-engineering-teams: 26
- https://controlplane.com/blog/post/best-internal-developer-platforms: 24
- https://cycloid.io/blog/top-11-internal-developer-platforms-idps-in-2026: 23

## In its own words

What Palo Alto Networks Cortex Cloud's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Cloud to SOC security to protect applications, data and AI models across multicloud and hybrid environments—leveraging unified data and full context for real-time (https://www.paloaltonetworks.com/cortex/cloud)
- For: AppSec teams (https://www.paloaltonetworks.com/cortex/cloud)
- Certifications: FedRAMP, SOC 2 Type II, FIPS 140-2, GovRAMP

## 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.