# Syft: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 3 categories by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/syft

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Software composition analysis](https://www.gane.ai/index/it/developer/software-composition-analysis/index.md) | 0% | 26 | 0% | 2 |
| [Artifact and container registries](https://www.gane.ai/index/it/developer/artifact-and-container-registries/index.md) | 0% | 58 | 0% | 1 |
| [Container and Kubernetes security](https://www.gane.ai/index/it/cloud/container-and-kubernetes-security/index.md) | 0% | 56 | 0% | 1 |

## What the models said for it

- "SBOM generation: Syft — generate CycloneDX or SPDX SBOMs" (Perplexity Sonar, SCA)
- "Software Bill of Materials generation (Syft)" (MiniMax M2.5, Container security)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 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 Syft, from 19 of the 21 answers that named it (only the models that return a source list).

### Domains cited

- safeguard.sh: 12
- github.com: 10
- upwind.io: 9
- appsecsanta.com: 8
- dupple.com: 5
- owasp.github.io: 5
- aikido.dev: 4
- checkmarx.com: 4
- dev.to: 4
- g2.com: 4

### Pages cited

- https://upwind.io/glossary/10-best-software-composition-analysis-tools-for-sca: 9
- https://appsecsanta.com/sca-tools: 6
- https://dupple.com/learn/best-software-composition-analysis-tools: 5
- https://appsecsanta.com/sca-tools/open-source-sca-tools: 4
- https://github.com/topics/software-composition-analysis: 4
- https://owasp.github.io/DevSecOpsGuideline/2-Process/2-3-Build/2-3-2-Software-Composition-Analysis/2-3-2-1-Software-Composition-Analysis: 4
- https://checkmarx.com/learn/sca/sca-tools-key-capabilities-11-tools-to-watch-in-2026: 3
- https://endorlabs.com/learn/best-sca-tools-05b7a: 3

## 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.