# Lingio: 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/lingio

## 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% | 55 | 0% | 1 |

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

### Domains cited

- businesswire.com: 1
- frontlinewildfire.com: 1
- quinyx.com: 1
- yourco.io: 1
- zensai.com: 1

### Pages cited

- https://businesswire.com/news/home/20240312677074/en/Beekeeper-Takes-Aim-at-Frontline-Retention-Crisis-With-New-Employee-Lifecycle-Management-Solution: 1
- https://frontlinewildfire.com/wildfire-news-and-resources/best-wildfire-apps: 1
- https://quinyx.com/resources/guides-and-reports/frontline-workforce-2024: 1
- https://yourco.io/blog/frontline-employee-engagement: 1
- https://zensai.com/articles/best-software-for-frontline-workforce-training: 1

## What it publishes

Every page lingio.com exposes, read 2026-09-29: 399 addresses. By kind, pages and the last 90 days:

- blog: 130 pages, 0 in the last 90 days, latest 2025-01-07
- case study: 20 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest undated
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 4 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 3 pages, 0 in the last 90 days, latest 2024-12-28
- news or press: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2025-01-07 blog: Vocational learning https://www.lingio.com/blog/vocational-learning
- Recent: 2024-12-31 blog: Elearning translation and localisation https://www.lingio.com/blog/elearning-translation-and-localisation
- Recent: 2024-12-30 blog: Hr trends https://www.lingio.com/blog/hr-trends
- Recent: 2024-12-28 glossary or explainer: What is preboarding https://www.lingio.com/blog/what-is-preboarding
- Recent: 2024-11-04 blog: Course authoring tools https://www.lingio.com/blog/course-authoring-tools
- Recent: 2024-11-04 blog: Lms for healthcare https://www.lingio.com/blog/lms-for-healthcare

## 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.