# Calabrio WFM: 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/calabrio-wfm

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workforce management suites](https://www.gane.ai/index/hr/core/workforce-management-suites/index.md) | 0% | 37 | 0% | 1 |

## What the models said for it

- "Choose Calabrio if usability and a simpler WEM stack matter most." (GPT-5.4 mini, Workforce management sui)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| 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 | 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 | 0 | 0 | 0 |

## Sources returned with these answers

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

### Domains cited

- nice.com: 2
- verint.com: 2
- assembled.com: 1
- cxeverywhere.com: 1
- hrtechcube.com: 1
- nowsta.com: 1
- peerspot.com: 1
- research.isg-one.com: 1
- selecthub.com: 1
- slashdot.org: 1

### Pages cited

- https://assembled.com/page/best-workforce-management-software: 1
- https://cxeverywhere.com/tools/workforce-management-software: 1
- https://hrtechcube.com/top-workforce-management-platforms-of-2024-info-tech-insights: 1
- https://nice.com/compare/nice-cxone-vs-verint-calabrio: 1
- https://nice.com/products/workforce-management: 1
- https://nice.com/products/workforce-management/nice-iex-wfm/forecasting: 1
- https://nice.com/resources/nice-workforce-management-wfm: 1
- https://nice.com/websites/CXone-WEM/files/2022-NICE-WFO-WEM-Report-Reprint-1.4.22.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.