# ShiftLeft Security sast-scan: 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/shiftleft-security-sast-scan

## 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% | 31 | 0% | 1 |

## What the models said for it

- "Best Pure Open-Source Choice" (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 | 1 | 0 | 0 | 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 ShiftLeft Security sast-scan, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- blog.ostorlab.co: 1
- componentsource.com: 1
- costbench.com: 1
- dev.to: 1
- docs.sonarsource.com: 1
- expertinsights.com: 1
- fida.de: 1
- github.com: 1
- guideflow.com: 1
- jetbrains.com: 1

### Pages cited

- https://blog.ostorlab.co/best-source-code-scanning-tools-2026.html: 1
- https://componentsource.com/product/qodana/prices: 1
- https://costbench.com/software/devsecops/compare-all: 1
- https://dev.to/rahulxsingh/i-reviewed-32-sast-tools-the-ones-worth-using-283e: 1
- https://dev.to/rahulxsingh/semgrep-vs-sonarqube-sast-tools-compared-2026-4hm6: 1
- https://docs.sonarsource.com/sonarqube-cloud/administering-sonarcloud/managing-subscription/subscription-plans: 1
- https://expertinsights.com/application-security/the-top-static-application-security-testing-sast-tools: 1
- https://fida.de/en/blog/better-software-through-sast-static-application-security-testing: 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.