# Coursera: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 2 categories by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/coursera

## 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% | 103 | 80% | 5 |
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 78 | 0% | 1 |

## What the models said for it

- "### 3. Coursera/Udemy
- "Complete Web Security Course" (Udemy) - Practical, hands-on approach" (GLM 4.7 FlashX, Secure code training)

## And against it

- "generic university extensions (Coursera/edX) are often heavily reliant on video lectures" (Qwen 3.7 Flash, Secure code training)
- "generic enterprise e-learning suites (e.g., Skillsoft, Coursera/Udemy bulk packs)" (Gemini 3.5 Flash, Secure code training)
- "Usually less specialized and less hands-on than dedicated secure-code platforms." (Perplexity Sonar, Secure code training)
- "though less specialized for company-wide secure-code measurement" (Perplexity Sonar, 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 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 2 | 2 |
| 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 | 1 | 2 |
| 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 Coursera, from 4 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- blog.secureflag.com: 3
- comparitech.com: 3
- g2.com: 3
- gartner.com: 3
- guideflow.com: 3
- ransomleak.com: 3
- omr.com: 2
- ourcodeworld.com: 2
- securityjourney.com: 2
- sourceforge.net: 2

### Pages cited

- https://blog.secureflag.com/2026/09/25/best-secure-coding-training-platforms: 3
- https://comparitech.com/net-admin/best-secure-code-training-tools: 3
- https://gartner.com/reviews/market/secure-code-training-tools: 3
- https://guideflow.com/blog/application-security-training: 3
- https://ransomleak.com/blog/best-secure-coding-training-2026: 3
- https://omr.com/en/reviews/category/secure-code-training: 2
- https://ourcodeworld.com/articles/read/5361/best-security-awareness-training-platforms-for-developers-and-technical-teams: 2
- https://securityjourney.com/secure-development-training: 2

## What it publishes

Every page coursera.org exposes, read 2026-09-29: 46312 addresses. By kind, pages and the last 90 days:

- blog: 6648 pages, 0 in the last 90 days, latest 2025-12-19
- case study: 68 pages, 0 in the last 90 days, latest 2026-03-11
- webinar or virtual event: 145 pages, 0 in the last 90 days, latest undated
- conference or event: 36 pages, 0 in the last 90 days, latest 2025-01-21
- report or ebook: 335 pages, 1 in the last 90 days, latest 2026-08-12
- comparison: 378 pages, 0 in the last 90 days, latest 2026-01-12
- template or tool: 13 pages, 0 in the last 90 days, latest 2025-07-19
- glossary or explainer: 22842 pages, 0 in the last 90 days, latest 2025-08-11
- podcast or video: 10 pages, 0 in the last 90 days, latest 2025-03-17
- Recent: 2026-08-12 report or ebook: Jupyter notebook https://www.coursera.org/articles/jupyter-notebook
- Recent: 2026-03-11 case study: Customer relationship management case study https://www.coursera.org/learn/customer-relationship-management-case-study
- Recent: 2026-01-12 comparison: Agile vs scrum video https://www.coursera.org/articles/agile-vs-scrum-video
- Recent: 2025-12-19 blog: Ai learning roadmap https://www.coursera.org/resources/ai-learning-roadmap
- Recent: 2025-12-19 blog: Data analysis interview prep guide https://www.coursera.org/resources/data-analysis-interview-prep-guide
- Recent: 2025-12-19 blog: Data science learning roadmap https://www.coursera.org/resources/data-science-learning-roadmap

## 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.