Uncommon Giving vs Millie
Seven of fourteen models named Uncommon Giving first on the direct prompt; four named Millie. Uncommon Giving was named by thirteen of the fourteen models and Millie by thirteen and Uncommon Giving carries 42 labels and Millie 44, so the shares are not directly comparable.
Named in one category this edition.
Millie
accepted challengerNamed 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
Uncommon GivingFirst choices, of fourteen modelsMillieAcross every category in the November 2026 Edition, Uncommon Giving and Millie were named in the same answer fifty-six times, of the 99 answers naming Uncommon Giving and the 108 naming Millie. In those answers Millie took the first choice thirteen times and Uncommon Giving thirteen.
Every model, every framing
| Model | DirectMI | ParaphraseMI | ComparativeMI | Budget-constrainedMI | Scale-constrainedMI | NegativeMI |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | MI | MI | MI | MI | ||
| GPT-5.4 mini | MI | MI | ||||
| Gemini 3.5 Flash | MI | MI | MI | | ||
| Perplexity Sonar | MI | MI | MI | | MI | |
| Grok 4.20 | MI | | MI | MI | ||
| Mistral Small | MI | MI | MI | MI | | |
| DeepSeek V4 Flash | | MI | MI | | MI | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | MI | | MI | |||
| Kimi K2 | MI | MI | MI | | ||
| GLM 4.7 FlashX | | MI | MI | | ||
| MiniMax M2.5 | MI | | MI | | ||
| GPT-6 Luna | MI | MI | MI | MI | MI | |
| Muse Glimmer 30B | | MI | MI | |
Uncommon GivingMI Millie first choice named as an alternative argued againstblank: not namedEach cell is one answer, Uncommon Giving on the left and Millie on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Uncommon Giving first, Millie an alternative
6 of 14 modelsMillie was named in the answer but not as the choice, or not at all.Millie first, Uncommon Giving not the choice
3 of 14 modelsUncommon Giving was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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 Giving18%#2 of 11Uncommon Giving22%#1 of 12Uncommon Giving15%#2 of 10What the models said about Uncommon Giving
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Higher fixed cost than basic tools” Perplexity Sonar · budget prompt · soft negative
“The best employee giving and volunteering platform for a company with a limited budget is Uncommon Giving, which starts at $5,000 a year with no implementation fee.” Llama 4 Maverick · budget prompt · first choice
“I'd recommend Submittable or Uncommon Giving as they offer the best combination of functionality, ease of use, and mid-market appropriate pricing” MiniMax M2.5 · paraphrase prompt · first choice
“For most mid-market B2B organizations, Uncommon Giving is currently the top recommendation due to its rapid deployment and cost-efficiency.” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Millie
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“These may be unsuitable where native nonprofit-CRM integration or federated/community-campaign support is essential” Perplexity Sonar · negative prompt · soft negative
“Groundswell and Millie — ask what screening they use now.” GPT-6 Luna · negative prompt · soft negative
“Millie supports donation matching programs at any budget level with customizable match ratios and caps” Claude Haiku 4.5 · budget prompt · first choice
“Uncommon Giving and Millie are the top recommendations for companies with limited budgets” Mistral Small · budget prompt · first choice
“the strongest default recommendation is Millie (formerly Groundswell)” Perplexity Sonar · paraphrase 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.