# SubAssistant: 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/subassistant

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Frontline employee apps](https://www.gane.ai/index/hr/experience/frontline-employee-apps/index.md) | 0% | 83 | 100% | 1 |

## And against it

- "These tools require you to give third-party services your direct Frontline login credentials, creating security and privacy risks." (Gemini 3.5 Flash, Frontline employee apps)

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

### Domains cited

- amherstindy.org: 1
- forbes.com: 1
- grcoutlook.com: 1
- mcafee.com: 1
- pacific.highlineschools.org: 1
- reddit.com: 1
- rescana.com: 1
- speakap.com: 1
- spin.ai: 1
- youtube.com: 1

### Pages cited

- https://amherstindy.org/2026/10/02/7-safety-apps-and-phone-tools-everyone-should-know-about: 1
- https://forbes.com/sites/zakdoffman/2025/01/18/fbi-warns-apple-google-microsoft-users-do-not-install-these-apps: 1
- https://grcoutlook.com/fbi-issues-urgent-warning-smartphone-users-told-to-avoid-risky-apps: 1
- https://mcafee.com/blogs/security-news/frontline-education-data-breach: 1
- https://pacific.highlineschools.org/about/news/news-details/~board/district-news/post/frontline-cybersecurity-incident: 1
- https://reddit.com/r/SubstituteTeachers/comments/1smm9tt/frontline_blocking_third_party_platforms: 1
- https://rescana.com/post/frontline-education-data-breach-2026-third-party-software-vulnerability-exposes-k-12-school-district-employee-data: 1
- https://speakap.com/insights/it-concerns-frontline-apps: 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.