# Oak Engage: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 2 categories by 7 of 14 models. Page: https://www.gane.ai/index/hr/vendors/oak-engage

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal communications and intranet](https://www.gane.ai/index/hr/experience/internal-communications-and-intranet/index.md) | 0% | 32 | 0% | 5 |
| [Frontline employee apps](https://www.gane.ai/index/hr/experience/frontline-employee-apps/index.md) | 0% | 25 | 0% | 3 |

## What the models said for it

- "Oak Engage is particularly suited to organizations that need one intranet for frontline, desk-based and remote employees" (Claude Haiku 4.5, Internal communications)
- "Connecting frontline & desk-based workforces. Mobile intranet, AI search, personalized engagement, App Launcher." (Muse Glimmer 30B, Frontline employee apps)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 2 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Oak Engage, from 22 of the 22 answers that named it (only the models that return a source list).

### Domains cited

- oak.com: 20 (its own site)
- mangoapps.com: 13
- peoplemanagingpeople.com: 7
- g2.com: 6
- workvivo.com: 6
- agilityportal.io: 4
- involv-intranet.com: 4
- jint.co: 4
- joinblink.com: 4
- leadchangegroup.com: 4

### Pages cited

- https://mangoapps.com/articles/frontline-communication-platforms-guide: 6
- https://oak.com/blog/10-best-intranet-software-solutions-for-2026: 6
- https://oak.com/blog/best-frontline-software-in-2026-10-platforms-compared: 5
- https://g2.com/categories/frontline-worker-communication-platforms/enterprise: 4
- https://jint.co/intranet/best-intranet-platforms-comparison: 4
- https://mangoapps.com/articles/best-frontline-communication-software: 4
- https://oak.com/blog/best-frontline-employee-workplace-hubs-in-2026: 4
- https://peoplemanagingpeople.com/tools/best-intranet-software: 4

## 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.