# Millie: how AI models rank it, October 2026

HR AI Recommendation Index, October 2026 Edition. Named in 33 judge labels across 1 categories by 13 of 14 models. Page: https://hr-ai-index.com/vendors/millie/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Employee giving and volunteering | 22% | 1 | 3% | 33 |

## What the models said for it

- "I'd suggest starting with Millie if you're already on Slack, as it's designed specifically for smaller businesses with cost in mind" (MiniMax M2.5, Giving & volunteering)
- "look into modern, employee-experience-first platforms such as Deed, Groundswell, Uncommon Giving, or Millie" (Gemini 3.5 Flash, Giving & volunteering)
- "If you want the single best default choice, I'd start with Millie for a mid-market B2B company" (Perplexity Sonar, Giving & volunteering)
- "I'd start with Millie if you want something straightforward and budget-friendly" (MiniMax M2.5, Giving & volunteering)

## And against it

- "its volunteering component is relatively basic and may not meet the needs of organizations seeking robust volunteer management" (Mistral Small, Giving & volunteering)

## 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.