# Bright: 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/bright

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Dynamic application security testing](https://www.gane.ai/index/it/developer/dynamic-application-security-testing/index.md) | 2% | 10 | 0% | 1 |

## What the models said for it

- "Modern mid-market / DevSecOps native | StackHawk, Escape, Bright (NeuraLegion)" (Kimi K2, DAST)

## 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Bright, from 3 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- appsecsanta.com: 2
- brightsec.com: 2
- checkmarx.com: 2
- rapid7.com: 2
- securityboulevard.com: 2
- acunetix.com: 1
- agris.fao.org: 1
- aimultiple.com: 1
- escape.tech: 1
- g2.com: 1

### Pages cited

- https://checkmarx.com/learn/dast/dast-tools-key-features-and-12-solutions-to-know-in-2026: 2
- https://rapid7.com/globalassets/_pdfs/whitepaperguide/rapid7-buyers-guide-appsec-web.pdf: 2
- https://securityboulevard.com/2026/04/dast-tools-complete-buyers-guide-10-solutions-to-know-in-2026: 2
- https://acunetix.com/comparisons: 1
- https://agris.fao.org/search/en/providers/125710/records/691dd7c349e41686f79326a9: 1
- https://aimultiple.com/dast-tools: 1
- https://appsecsanta.com/application-security/appsec-pricing-guide: 1
- https://appsecsanta.com/dast-tools/free-dast-tools: 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.