# Humanity: how AI models rank it, October 2026

HR AI Recommendation Index, October 2026 Edition. Named in 5 judge labels across 2 categories by 5 of 14 models. Page: https://hr-ai-index.com/vendors/humanity/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Workforce scheduling | 0% | 33 | 0% | 4 |
| Time and attendance | 0% | 42 | 0% | 1 |

## What the models said for it

- "Complex hourly workforce, multi-location scheduling, compliance-heavy: UKG or TCP Software." (GPT-5.4 mini, Time and attendance)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Workforce scheduling: 0% to 0%, ±0. Inside the floor by 13 points · rank 21 → 33 of 108.
- Time and attendance: 0% to 0%, ±0. New · not ranked in September 2026 · rank 42 of 86.

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, October 2026 Edition, hr-ai-index.com.