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Employee giving and volunteering · October 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 33 labels and Benevity Enterprise Impact Platform 61, so the shares are not directly comparable.
Millie
accepted challengerNamed in one category this edition.
Named in one category this edition.
First-choice share22%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%59%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 10; printed, not drawn.
Labels3361A 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 ten of the fourteen direct answers. Millie vs Selflessly · Millie vs Uncommon Giving · Millie vs Bright Funds
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
Direct418 against Benevity Enterprise Impact Platform
Paraphrase618 against Benevity Enterprise Impact Platform
Comparative012
Budget-constrained206 against Benevity Enterprise Impact Platform
Scale-constrained103 against Benevity Enterprise Impact Platform
Negative101 against Millie · 11 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 October 2026 Edition, Millie and Benevity Enterprise Impact Platform were named in the same answer sixty-three times, of the 85 answers naming Millie and the 180 naming Benevity Enterprise Impact Platform. In those answers Benevity Enterprise Impact Platform took the first choice sixteen times and Millie twenty-three.
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 | | |
| 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 | | | |
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 not the choice
4 of 14 modelsBenevity Enterprise Impact Platform was named in the answer but not as the choice, or not at all.Perplexity SonarMillie alternatives: Percent Pledge, Uncommon Giving
Grok 4.1 FastMillie alternatives: Goodera, Selflessly, Uncommon Giving
DeepSeek V4 FlashGroundswell, Millie alternatives: Bright Funds, OnHand, Selflessly, Uncommon Giving
Kimi K2Groundswell, Millie alternatives: Alaya, OnHand, YourCause
Benevity Enterprise Impact Platform first, Millie not the choice
1 of 14 modelsMillie was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashBenevity Enterprise Impact Platform, Social Cues alternatives: Goodchange, Salesforce Nonprofit Cloud
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.Claude Haiku 4.5Uncommon Giving alternatives: Bright Funds, Groundswell, Millie
GPT-5.4 miniBonterra alternatives: Benevity Enterprise Impact Platform
Gemini 3.5 FlashGroundswell alternatives: Bright Funds, Deed, Millie, Uncommon Giving
MiniMax M2.5Bright Funds, Uncommon Giving alternatives: Millie, OnHand
GPT-6 LunaSelflessly alternatives: Benevity Enterprise Impact Platform, Millie, YourCause
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Mistral SmallBright Funds alternatives: Uncommon Giving, VolunteerLocal
Llama 4 MaverickBright Funds alternatives: Guideflow, Uncommon Giving
GLM 4.7 FlashXBright Funds alternatives: Uncommon Giving
Muse Glimmer 30BBright Funds, 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 seventeen points.
Millie17%#2 of 11
Benevity Enterprise Impact Platform0%#11 of 11Mid-marketThe figures above
Millie leads by nineteen points.
Millie22%#1 of 10
Benevity Enterprise Impact Platform3%#7 of 10Enterprise
The order flips: Benevity Enterprise Impact Platform leads at enterprise.
Benevity Enterprise Impact Platform69%#1 of 11Millie0%#7 of 11
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. 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 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.
“Platforms with documented, repeated criticisms Benevity ... complex admin, slow fund distribution, 2–3% transaction fees, hard-to-reach support, and low employee engagement.” Muse Glimmer 30B · negative prompt · hard negative
“Legacy CSR platforms with slow payouts, limited payment options, or clunky workflows; Benevity, YourCause, and Deed are specifically called out for issues” Perplexity Sonar · negative prompt · hard negative
“Platforms like Benevity, YourCause, CyberGrants that charge extra for support, have high transaction fees, and require complex onboarding” GLM 4.7 FlashX · negative prompt · hard negative
“It's one of the most comprehensive "all-in-one" CSR platforms, with strong global disbursement, nonprofit vetting, mobile access, and enterprise reporting.” GPT-5.4 mini · comparative prompt · first choice
“Choose Benevity if you need the most comprehensive platform, have complex global needs, and budget isn't a primary constraint” Kimi K2 · comparative prompt · first choice
“Benevity is described as the reference for employee-led programmes — giving, matching and volunteering at global scale” Muse Glimmer 30B · comparative prompt · first choice
Also compared
Millie vs SelflesslyMillie vs Uncommon GivingMillie vs Bright FundsMillie vs GroundswellMillie vs YourCauseMillie vs DeedSelflessly vs Benevity Enterprise Impact PlatformUncommon Giving vs Benevity Enterprise Impact PlatformBright Funds vs Benevity Enterprise Impact PlatformGroundswell vs Benevity Enterprise Impact PlatformYourCause vs Benevity Enterprise Impact PlatformBenevity Enterprise Impact Platform vs DeedAll 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.