# Utmost: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/utmost

## 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% | 51 | 0% | 2 |

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

## Sources returned with these answers

The sites and pages cited by the answers that named Utmost, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- aihratlas.com: 2
- axiobench.com: 2
- bestrecruitingtools.com: 2
- hrtechsaas.com: 2
- appsruntheworld.com: 1
- beeline.com: 1
- cxcglobal.com: 1
- erpimplementation.eu: 1
- forms.workday.com: 1
- globenewswire.com: 1

### Pages cited

- https://aihratlas.com/categories/contingent-workforce-management: 2
- https://bestrecruitingtools.com/blog/vendor-management-system-vms-software-enterprise-2026: 2
- https://hrtechsaas.com/blog/best-vendor-management-system-contingent-workforce: 2
- https://appsruntheworld.com/top-10-hcm-software-vendors-in-contingent-labor-management-market-segment: 1
- https://axiobench.com/best/contingent-labor-management-software: 1
- https://axiobench.com/best/contingent-workforce-management-software: 1
- https://axiobench.com/best/vms-software: 1
- https://beeline.com/resources/webinar/navigating-the-vms-landscape-essentials-from-the-field: 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.