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Employee giving and volunteering · November 2026 Edition
Millie vs Benevity Enterprise Impact Platform
Four of fourteen models named Millie first on the direct prompt; one named Benevity Enterprise Impact Platform. Millie was named by thirteen of the fourteen models and Benevity Enterprise Impact Platform by fourteen and Millie carries 44 labels and Benevity Enterprise Impact Platform 62, so the shares are not directly comparable.
Millie
accepted challengerNamed in one category this edition.
Named in one category this edition.
First-choice share21%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%53%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 12; printed, not drawn.
Labels4462A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Millie reading right to left. Rank and label count are printed, not drawn.Uncommon Giving was named alongside these two in nine of the fourteen direct answers. Uncommon Giving vs Millie · Uncommon Giving vs Benevity Enterprise Impact Platform · Millie vs Selflessly
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
MillieFirst choices, of fourteen modelsBenevity Enterprise Impact Platform
Direct417 against Benevity Enterprise Impact Platform
Paraphrase526 against Benevity Enterprise Impact Platform
Comparative013
Budget-constrained307 against Benevity Enterprise Impact Platform
Scale-constrained013 against Benevity Enterprise Impact Platform
Negative002 against Millie · 10 against Benevity Enterprise Impact Platform
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Millie and Benevity Enterprise Impact Platform were named in the same answer eighty-nine times, of the 108 answers naming Millie and the 193 naming Benevity Enterprise Impact Platform. In those answers Benevity Enterprise Impact Platform took the first choice twenty-nine times and Millie twenty-seven.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Millie and Benevity Enterprise Impact Platform stood in it.
| 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 | | |
MI Millie Benevity Enterprise Impact PlatformMI first choiceMI named as an alternativeMI argued againstblank: not namedEach cell is one answer, Millie on the left and Benevity Enterprise Impact Platform on the right.
Benevity Enterprise Impact PlatformMI first choiceMI named as an alternativeMI argued againstblank: not namedEach cell is one answer, Millie on the left and Benevity Enterprise Impact Platform on the right.The direct prompt
The plain question, one answer per model, grouped by where Millie and Benevity Enterprise Impact Platform stood in it.
Millie first, Benevity Enterprise Impact Platform an alternative
4 of 14 modelsBenevity Enterprise Impact Platform was named in the answer but not as the choice, or not at all.Perplexity SonarMillie alternatives: Deed, Groundswell, Selflessly
Grok 4.20Millie alternatives: Groundswell, Selflessly
Kimi K2Millie, Uncommon Giving alternatives: Groundswell
GPT-6 LunaMillie alternatives: Benevity Enterprise Impact Platform, Blackbaud YourCause, Goodera
Benevity Enterprise Impact Platform first, Millie an alternative
1 of 14 modelsMillie was named in the answer but not as the choice, or not at all.GPT-5.4 miniBenevity Enterprise Impact Platform alternatives: Groundswell, Millie
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Bright Funds alternatives: Groundswell, Millie, Uncommon Giving
Mistral SmallUncommon Giving alternatives: Field Day, Millie, OnHand, Percent Pledge
Qwen 3.7 FlashUncommon Giving alternatives: Millie, Percent Pledge
GLM 4.7 FlashXUncommon Giving alternatives: Benevity Enterprise Impact Platform, Field Day
MiniMax M2.5Percent Pledge alternatives: Millie, Uncommon Giving
Muse Glimmer 30BUncommon Giving alternatives: Benevity Enterprise Impact Platform, YourCause CSRconnect
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashDeed alternatives: Alaya, Bright Funds, Groundswell, Percent Pledge
DeepSeek V4 FlashUncommon Giving alternatives: Groundswell
Llama 4 MaverickPercent Pledge, Selflessly, Uncommon Giving
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Millie leads by twenty-one points.
Millie21%#1 of 11
Benevity Enterprise Impact Platform0%#11 of 11Mid-marketThe figures above
Millie leads by fourteen points.
Millie21%#2 of 12
Benevity Enterprise Impact Platform7%#5 of 12Enterprise
The order flips: Benevity Enterprise Impact Platform leads at enterprise.
Benevity Enterprise Impact Platform70%#1 of 10Millie0%#9 of 10
The full enterprise standing →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
What the models said about Benevity Enterprise Impact Platform
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid enterprise platforms such as Benevity unless global scale, advanced reporting, or complex compliance justifies a custom quote” Perplexity Sonar · budget prompt · hard negative
“Benevity — Highest Concern Level ... be aware of the significant administrative burdens and fees it places on nonprofits” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid if you are a Small/Mid-Market Business: Do not buy Benevity; the cost and complexity will outweigh the benefits.” Qwen 3.7 Flash · negative prompt · hard negative
“Benevity is the market leader for enterprise-scale programs with the most robust global infrastructure and fastest fund distribution internationally.” Kimi K2 · comparative prompt · first choice
“It is widely considered the gold standard for robustness and scalability but is known for being expensive and having a steeper learning curve.” Qwen 3.7 Flash · comparative prompt · first choice
“the enterprise benchmark. "The undisputed heavyweight of the enterprise market, commanding a 34% market share in the high-revenue segment."” Muse Glimmer 30B · comparative prompt · first choice
Also compared
Uncommon Giving vs MillieUncommon Giving vs Benevity Enterprise Impact PlatformMillie vs SelflesslyMillie vs SubmittableMillie vs GroundswellMillie vs Percent PledgeMillie vs Field DaySelflessly vs Benevity Enterprise Impact PlatformSubmittable vs Benevity Enterprise Impact PlatformBenevity Enterprise Impact Platform vs GroundswellBenevity Enterprise Impact Platform vs Percent PledgeBenevity Enterprise Impact Platform vs Field DayAll twenty-eight head-to-head pages and the full giving & volunteering standing
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.