# Lumity: how AI models rank it, October 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Benefits administration | 0% | 59 | 100% | 1 |
| HSA and FSA administrators | 0% | 53 | 0% | 1 |

## What the models said for it

- "If you want a specialist in pre-tax benefits and a simpler employer rollout: Lumity" (GPT-5.4 mini, HSA & FSA admin)

## And against it

- "It may lack some of the more advanced features found in larger benefits administration solutions" (Claude Haiku 4.5, Benefits administration)

## Movement since September 2026

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

- Benefits administration: 0% to 0%, ±0. New · not ranked in September 2026 · rank 59 of 67.
- HSA and FSA administrators: 0% to 0%, ±0. New · not ranked in September 2026 · rank 53 of 111.

## 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.