Five of fourteen models named Bright Funds first on the direct prompt; one named Benevity Enterprise Impact Platform. Bright Funds was named by ten of the fourteen models and Benevity Enterprise Impact Platform by fourteen and Bright Funds carries 16 labels and Benevity Enterprise Impact Platform 61, so the shares are not directly comparable.
Named 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.
| Model | DirectBF | ParaphraseBF | ComparativeBF | Budget-constrainedBF | Scale-constrainedBF | NegativeBF |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | BF | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | BF | BF | BF | BF | BF | |
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | BF | |||||
| DeepSeek V4 Flash | BF | |||||
| Llama 4 Maverick | BF | |||||
| Qwen 3.7 Flash | BF | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | BF | |||||
| MiniMax M2.5 | BF | BF | ||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | BF |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Nonprofit Confusion & Onboarding Friction... Basic and Slow UI” Gemini 3.5 Flash · negative prompt · soft negative
“Bright Funds stands out as the top choice due to its focus on impact, ease of use, and alignment with corporate social responsibility goals” Mistral Small · direct prompt · first choice
“The best employee giving and volunteering platform for a mid-market B2B company is Bright Funds” Llama 4 Maverick · direct prompt · first choice
“I'd suggest starting with Bright Funds or Uncommon Giving” MiniMax M2.5 · direct prompt · first choice
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
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.