# Frontline app: 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-app

## 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% | 91 | 100% | 1 |

## And against it

- "there are several concerns about the Frontline app that you should be cautious about... calling it "terrible" and unreliable" (Mistral Small, 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 | 1 | 1 |
| 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 Frontline app, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- reddit.com: 2
- apps.apple.com: 1
- crewcheck.io: 1
- egov.maryland.gov: 1
- esc9.net: 1
- frontlineapps.com: 1 (its own site)
- getzelos.com: 1
- guideflow.com: 1
- leadchangegroup.com: 1
- learn.microsoft.com: 1

### Pages cited

- https://reddit.com/r/SubstituteTeachers/comments/1w07kq7/frontline_app_feedback: 2
- https://reddit.com/r/SubstituteTeachers/comments/1xffsvp/the_lag_on_the_frontline_app: 2
- https://apps.apple.com/us/app/frontline-apps/id1581637553: 1
- https://crewcheck.io/blog/workforce-management-software-small-business: 1
- https://egov.maryland.gov/businessexpress/entitysearch/businessinformation/d02061596: 1
- https://esc9.net/84609: 1
- https://frontlineapps.com/: 1
- https://frontlineapps.com/2025/04/24/why-fragmented-customer-records-are-hurting-your-business: 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.