# Frontline.io / Frontline Workplace: 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/frontline-io-frontline-workplace

## 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% | 72 | 100% | 1 |

## And against it

- "Frontline.io / Frontline Workplace (AR/Remote Training) - Extensive permissions: Requires camera, microphone, and optional access that could enable surveillance" (Kimi K2, 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 | 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 | 1 | 1 |
| 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 Frontline.io / Frontline Workplace, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- apnews.com: 1
- apps.apple.com: 1
- citizenlab.ca: 1
- foodinstitute.com: 1
- frontline.io: 1
- frontlineeducation.com: 1
- gao.gov: 1
- getapp.com: 1
- icoe.org: 1
- learn.g2.com: 1

### Pages cited

- https://apnews.com/article/employer-surveillance-bossware-tracking-workplace-7d61e74242b872457bbfcf2223f9ebd5: 1
- https://apps.apple.com/it/app/frontline-workplace/id1496923777: 1
- https://apps.apple.com/us/app/frontline-apps/id1581637553: 1
- https://citizenlab.ca/research/unmasked-covid-kaya-and-the-exposure-of-healthcare-worker-data-in-the-philippines: 1
- https://foodinstitute.com/focus/will-gamified-employee-engagement-catch-on-across-foodservice: 1
- https://frontline.io/privacy-policy: 1
- https://frontlineeducation.com/pages/privacy-policy: 1
- https://frontlineeducation.com/school-hcm-software/absence-management: 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.