# BetterScan: 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/betterscan

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Static application security testing](https://www.gane.ai/index/it/developer/static-application-security-testing/index.md) | 0% | 53 | 100% | 1 |

## And against it

- "Very limited coverage, not suitable for production\u2011grade security" (GLM 4.7 FlashX, SAST)

## 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 | 1 | 1 |
| 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 BetterScan, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- appsecsanta.com: 1
- bura.brunel.ac.uk: 1
- checkmarx.com: 1
- codeant.ai: 1
- daily.dev: 1
- dl.acm.org: 1
- fluidattacks.com: 1
- offensive360.com: 1
- shattered.io: 1

### Pages cited

- https://appsecsanta.com/sast-tools/checkmarx-alternatives: 1
- https://bura.brunel.ac.uk/bitstream/2438/30374/1/FullText.pdf: 1
- https://checkmarx.com/learn/sast/open-source-vs-premium-sast-tools: 1
- https://codeant.ai/blogs/best-sast-tools-comparison: 1
- https://daily.dev/blog/top-7-sast-tools-for-mobile-app-security-testing: 1
- https://dl.acm.org/doi/10.1145/3727967.3756838: 1
- https://dl.acm.org/doi/pdf/10.1145/3674805.3690750: 1
- https://fluidattacks.com/blog/top-10-sast-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.
