# ShiftLeft Scan: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/shiftleft-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% | 74 | 100% | 2 |

## And against it

- "Status: Project deprecated; company rebranded → acquired by Harness" (Qwen 3.7 Flash, SAST)
- "This open-source project is no longer maintained." (MiniMax M2.5, 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 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 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 ShiftLeft Scan, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- analysis-tools.dev: 2
- github.com: 2
- about.gitlab.com: 1
- appsecsanta.com: 1
- arxiv.org: 1
- bura.brunel.ac.uk: 1
- checkmarx.com: 1
- dl.acm.org: 1
- docs.gitlab.com: 1
- docs.veracode.com: 1

### Pages cited

- https://analysis-tools.dev/tool/shiftleft-scan: 2
- https://github.com/analysis-tools-dev/static-analysis: 2
- https://about.gitlab.com/blog/gitlab-com-13-4-breaking-changes: 1
- https://appsecsanta.com/sast-tools/reducing-sast-false-positives: 1
- https://appsecsanta.com/sast-tools/sast-tools-for-php: 1
- https://arxiv.org/html/2101.08832v1: 1
- https://arxiv.org/pdf/2202.13026: 1
- https://arxiv.org/pdf/2307.16325v2: 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.