# Programming Hub: 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/hr/vendors/programming-hub

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Skills intelligence](https://www.gane.ai/index/hr/performance/skills-intelligence/index.md) | 0% | 152 | 100% | 1 |

## And against it

- "Specific Platforms to Avoid ... Users report courses aren't real, content is vague, certificates have no value" (GLM 4.7 FlashX, Skills intelligence)

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

### Domains cited

- apps.apple.com: 1
- bbb.org: 1
- bitdefender.com: 1
- consumer.ftc.gov: 1
- digitaldefynd.com: 1
- dyndevice.com: 1
- justuseapp.com: 1
- kurslotse.de: 1
- linkedin.com: 1
- news.va.gov: 1

### Pages cited

- https://apps.apple.com/ae/app/coursiv-ai-certificates/id6758934906: 1
- https://apps.apple.com/us/app/programming-hub-learn-coding/id1049691226: 1
- https://bbb.org/us/nv/las-vegas/profile/training-program/coursiv-1086-90091500/complaints: 1
- https://bitdefender.com/en-us/blog/hotforsecurity/education-scams: 1
- https://bitdefender.com/en-us/blog/hotforsecurity/young-people-recruitment-scams: 1
- https://consumer.ftc.gov/articles/college-degree-scams: 1
- https://consumer.ftc.gov/consumer-alerts/2023/08/scammers-impersonate-well-known-companies-recruit-fake-jobs-linkedin-other-job-platforms: 1
- https://digitaldefynd.com/IQ/online-course-legitimate-or-a-scam: 1

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.
