# Millie: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 44 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/hr/vendors/millie

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Employee giving and volunteering](https://www.gane.ai/index/hr/experience/employee-giving-and-volunteering/index.md) | 21% | 2 | 5% | 44 |

## What the models said for it

- "Millie supports donation matching programs at any budget level with customizable match ratios and caps" (Claude Haiku 4.5, Giving & volunteering)
- "Uncommon Giving and Millie are the top recommendations for companies with limited budgets" (Mistral Small, Giving & volunteering)
- "the strongest default recommendation is Millie (formerly Groundswell)" (Perplexity Sonar, Giving & volunteering)
- "start with Millie or Uncommon Giving for quick launch and fair pricing" (Muse Glimmer 30B, Giving & volunteering)

## And against it

- "These may be unsuitable where native nonprofit-CRM integration or federated/community-campaign support is essential" (Perplexity Sonar, Giving & volunteering)
- "Groundswell and Millie — ask what screening they use now." (GPT-6 Luna, Giving & volunteering)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 2 | 0 | 0 | 4 |
| GPT-5.4 mini | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 2 | 1 | 0 | 0 | 3 |
| Perplexity Sonar | 2 | 1 | 0 | 1 | 4 |
| Grok 4.20 | 1 | 2 | 1 | 0 | 4 |
| Mistral Small | 1 | 3 | 0 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 1 | 2 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-6 Luna | 2 | 2 | 0 | 1 | 5 |
| Muse Glimmer 30B | 1 | 1 | 1 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Millie, from 107 of the 108 answers that named it (only the models that return a source list).

### Domains cited

- uncommongiving.com: 76
- benevity.com: 63
- g2.com: 63
- sourceforge.net: 50
- milliegiving.com: 40
- getapp.com: 32
- momogood.com: 30
- guideflow.com: 28
- groundswell.io: 27
- bonterratech.com: 26

### Pages cited

- https://uncommongiving.com/category/guides/feed: 31
- https://benevity.com/blog/best-csr-software: 30
- https://momogood.com/blog/best-employee-giving-platforms: 27
- https://uncommongiving.com/uncommon-blog/csr-software: 26
- https://sourceforge.net/software/employee-giving/saas: 24
- https://uncommongiving.com/uncommon-blog/corporate-volunteering-platform: 24
- https://g2.com/categories/corporate-volunteering-platform/enterprise: 19
- https://milliegiving.com/pricing: 18

## 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.