One of fourteen models named Benevity Enterprise Impact Platform first on the direct prompt; zero named Deed. Benevity Enterprise Impact Platform was named by fourteen of the fourteen models and Deed by eight and Benevity Enterprise Impact Platform carries 61 labels and Deed 16, 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.
Across every category in the October 2026 Edition, Benevity Enterprise Impact Platform and Deed were named in the same answer thirty-two times, of the 180 answers naming Benevity Enterprise Impact Platform and the 38 naming Deed. In those answers Deed took the first choice one time and Benevity Enterprise Impact Platform twelve.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | DE | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | DE | |||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Benevity, YourCause, and Deed are specifically called out for issues such as long distribution timelines, limited mobile support, or heavy administrative burden” Perplexity Sonar · negative prompt · hard negative
“the platform leaves a ton of administrative paperwork for HR staffers, and customer service can also be slow to respond” Claude Haiku 4.5 · negative 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
“I'd generally recommend Deed or Millie” GPT-5.4 mini · paraphrase prompt · first choice
“enterprise social impact software platform designed to make workplace giving and volunteering engaging and easy for employees” Llama 4 Maverick · paraphrase prompt · alternative
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.