# Bumble: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Employee engagement surveys](https://www.gane.ai/index/hr/experience/employee-engagement-surveys/index.md) | 0% | 95 | 100% | 1 |
| [Employee wellbeing and mental health](https://www.gane.ai/index/hr/experience/employee-wellbeing-and-mental-health/index.md) | 0% | 92 | 100% | 1 |

## And against it

- "Certain Dating/Romance Apps (e.g., Tinder, Bumble, OkCupid...): High prevalence of romance scams" (Grok 4.20, Employee engagement surv)
- "While some modern dating apps (like Bumble or Hinge) have made strides in safety features, mixing the stress of dating with mental health resources can be overwhelming." (Qwen 3.7 Flash, Employee wellbeing)

## 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 | 1 | 1 |
| 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 | 1 | 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 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Bumble, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- bangaloremirror.indiatimes.com: 1
- bbbmarketplacetrust.org: 1
- bitdefender.com: 1
- consumer.ftc.gov: 1

### Pages cited

- https://bangaloremirror.indiatimes.com/bangalore/cover-story/love-is-just-a-scam-away/articleshow/135409082.cms: 1
- https://bbbmarketplacetrust.org/wp-content/uploads/2025/02/2024-BBBScamTracker-RiskReport-Highlights.pdf: 1
- https://bitdefender.com/en-us/blog/hotforsecurity/think-twice-before-you-buy-avoiding-scams-in-social-media-ads: 1
- https://consumer.ftc.gov/consumer-alerts/2023/11/slow-your-scroll-spot-avoid-social-media-giveaway-scams: 1
- https://consumer.ftc.gov/consumer-alerts/2026/04/how-spot-top-scams-started-social-media: 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.