Millie vs Uncommon Giving
Four of fourteen models named Millie first on the direct prompt; three named Uncommon Giving. Millie was named by thirteen of the fourteen models and Uncommon Giving by thirteen and Millie carries 33 labels and Uncommon Giving 32, so the shares are not directly comparable.
Millie
accepted challengerNamed in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the employee giving and volunteering page.
By framing
Across every category in the October 2026 Edition, Millie and Uncommon Giving were named in the same answer thirty-nine times, of the 85 answers naming Millie and the 80 naming Uncommon Giving. In those answers Uncommon Giving took the first choice nine times and Millie thirteen.
Every model, every framing
| Model | DirectMI | ParaphraseMI | ComparativeMI | Budget-constrainedMI | Scale-constrainedMI | NegativeMI |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | MI | MI | MI | |||
| GPT-5.4 mini | MI | |||||
| Gemini 3.5 Flash | MI | MI | MI | | MI | |
| Perplexity Sonar | MI | MI | ||||
| Grok 4.1 Fast | MI | | MI | | ||
| Mistral Small | | MI | MI | MI | ||
| DeepSeek V4 Flash | MI | MI | | MI | | |
| Llama 4 Maverick | | MI | ||||
| Qwen 3.7 Flash | MI | MI | ||||
| Kimi K2 | MI | MI | MI | | ||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | MI | MI | | MI | ||
| GPT-6 Luna | MI | MI | MI | | ||
| Muse Glimmer 30B | | MI |
Uncommon GivingMI first choiceMI named as an alternativeMI argued againstblank: not namedEach cell is one answer, Millie on the left and Uncommon Giving on the right.The direct prompt
Millie first, Uncommon Giving an alternative
4 of 14 modelsUncommon Giving was named in the answer but not as the choice, or not at all.Uncommon Giving first, Millie an alternative
3 of 14 modelsMillie was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Uncommon Giving7%#3 of 11Uncommon Giving10%#3 of 10Uncommon Giving12%#2 of 11What the models said about Millie
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“its volunteering component is relatively basic and may not meet the needs of organizations seeking robust volunteer management” Mistral Small · negative prompt · soft negative
“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 · budget prompt · first choice
“look into modern, employee-experience-first platforms such as Deed, Groundswell, Uncommon Giving, or Millie” Gemini 3.5 Flash · negative prompt · first choice
“If you want the single best default choice, I'd start with Millie for a mid-market B2B company” Perplexity Sonar · direct prompt · first choice
What the models said about Uncommon Giving
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Starts at ~$5,000/year, which is steep for limited budgets” Kimi K2 · budget prompt · hard negative
“Full-suite options (e.g., Uncommon Giving at $5,000/year min) are better for larger firms.” Grok 4.1 Fast · budget prompt · soft negative
“look into modern, employee-experience-first platforms such as Deed, Groundswell, Uncommon Giving, or Millie” Gemini 3.5 Flash · negative prompt · first choice
“Best for streamlined mid-market giving: Uncommon Giving, pairing giving wallets with volunteer management.” Muse Glimmer 30B · direct prompt · first choice
“Best value to shortlist: Uncommon Giving—if your software budget is around $5,000/year or more” GPT-6 Luna · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.