# WorkWhile: 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/workwhile

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Contingent workforce management](https://www.gane.ai/index/hr/planning/contingent-workforce-management/index.md) | 0% | 96 | 100% | 1 |
| [Staffing agency platforms](https://www.gane.ai/index/hr/talent/staffing-agency-platforms/index.md) | 0% | 106 | 0% | 1 |

## And against it

- "A caution for California delivery shifts... $4.1 million in restitution to delivery drivers and $400,000 in civil penalties over alleged misclassification" (GPT-6 Luna, Contingent workforce man)

## 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 | 1 | 0 | 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 | 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 | 1 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named WorkWhile, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- ftc.gov: 2
- ag.ny.gov: 1
- coag.gov: 1
- consumer.ftc.gov: 1
- dol.gov: 1
- firsthr.app: 1
- guideflow.com: 1
- hcmworks.com: 1
- hrtechsaas.com: 1
- indeedflex.com: 1

### Pages cited

- https://ag.ny.gov/press-release/2025/attorney-general-james-and-ftc-secure-295-million-angi-services-misleading: 1
- https://coag.gov/press-releases/instawork-to-pay-under-settlement-with-weiser: 1
- https://consumer.ftc.gov/consumer-alerts/2024/11/task-scams-create-illusion-making-money: 1
- https://dol.gov/agencies/whd/flsa/misclassification/rulemaking: 1
- https://firsthr.app/compare/hiring/staffing-agency-software: 1
- https://ftc.gov/legal-library/browse/cases-proceedings/carecom-inc-ftc-v: 1
- https://ftc.gov/news-events/news/press-releases/2024/07/ftc-takes-action-against-gig-work-company-arise-virtual-solutions-deceiving-consumers-about-pay: 1
- https://ftc.gov/system/files/ftc_gov/pdf/2024.07.01-statement-of-chair-lina-m-khan-regarding-arise.pdf: 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.