Three of fourteen models named Uncommon Giving first on the direct prompt; zero named Deed. Uncommon Giving was named by thirteen of the fourteen models and Deed by eight and Uncommon Giving carries 32 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | DE | DE | ||||
| GPT-5.4 mini | DE | |||||
| Gemini 3.5 Flash | DE | DE | ||||
| Perplexity Sonar | DE | DE | ||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | DE | |||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | DE | DE | ||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | DE |
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. Five of six in this category shown.
“Starts at ~$5,000/year, which is steep for limited budgets” Kimi K2 · budget prompt · hard negative
“Full-suite options (e.g., Uncommon Giving at $5,000/year min) are better for larger firms.” Grok 4.1 Fast · budget 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
“Best for streamlined mid-market giving: Uncommon Giving, pairing giving wallets with volunteer management.” Muse Glimmer 30B · direct prompt · first choice
“Best value to shortlist: Uncommon Giving—if your software budget is around $5,000/year or more” GPT-6 Luna · budget 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.