# OpenSSF: 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/openssf

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Secure code training](https://www.gane.ai/index/it/developer/secure-code-training/index.md) | 0% | 49 | 0% | 1 |

## What the models said for it

- "Best for Compliance & Fundamentals ... 100% Free (includes free certificate of completion)" (Gemini 3.5 Flash, Secure code training)

## 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 | 1 | 0 | 0 | 1 |
| 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 | 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 OpenSSF, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 2
- guideflow.com: 2
- openssf.org: 2 (its own site)
- ransomleak.com: 2
- appsecengineer.com: 1
- aws.amazon.com: 1
- blog.secureflag.com: 1
- comparitech.com: 1
- dev.to: 1
- github.com: 1

### Pages cited

- https://www.gane.ai/index/it/developer/secure-code-training/smb: 2
- https://guideflow.com/blog/application-security-training: 2
- https://ransomleak.com/blog/best-secure-coding-training-2026: 2
- https://appsecengineer.com/blog/5-hands-on-security-training-platforms-that-wont-make-you-wait-for-blackhat: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-pes77lxmmepd4: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-tba4kawlnyymi: 1
- https://blog.secureflag.com/2026/09/25/best-secure-coding-training-platforms: 1
- https://comparitech.com/net-admin/best-secure-code-training-tools: 1

## What it publishes

Every page openssf.org exposes, read 2026-10-05: 1368 addresses. By kind, pages and the last 90 days:

- blog: 429 pages, 14 in the last 90 days, latest 2026-09-25
- case study: 8 pages, 1 in the last 90 days, latest 2026-08-01
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest 2025-06-01
- conference or event: 46 pages, 9 in the last 90 days, latest 2026-11-11
- report or ebook: 4 pages, 0 in the last 90 days, latest 2025-09-01
- glossary or explainer: 68 pages, 0 in the last 90 days, latest 2026-07-01
- podcast or video: 76 pages, 8 in the last 90 days, latest 2026-09-29
- news or press: 78 pages, 3 in the last 90 days, latest 2026-10-06
- Recent: 2026-11-11 conference or event: Zarffest defense unicorns x openssf happy hour https://openssf.org/event/zarffest-defense-unicorns-x-openssf-happy-hour
- Recent: 2026-11-09 conference or event: Open source securitycon north america https://openssf.org/event/open-source-securitycon-north-america
- Recent: 2026-11-09 conference or event: Kubecon cloudnativecon north america https://openssf.org/event/kubecon-cloudnativecon-north-america
- Recent: 2026-10-20 conference or event: Agntcon mcpcon north america https://openssf.org/event/agntcon-mcpcon-north-america
- Recent: 2026-10-19 conference or event: All things open https://openssf.org/event/all-things-open
- Recent: 2026-10-11 conference or event: Cfp kubecon cloudnativecon europe barcelona https://openssf.org/event/cfp-kubecon-cloudnativecon-europe-barcelona

## 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.