Three of fourteen models named Uncommon Giving first on the direct prompt; three named Groundswell. Uncommon Giving was named by thirteen of the fourteen models and Groundswell by eleven and Uncommon Giving carries 32 labels and Groundswell 20, 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, Uncommon Giving and Groundswell were named in the same answer thirty-one times, of the 80 answers naming Uncommon Giving and the 86 naming Groundswell. In those answers Groundswell took the first choice three times and Uncommon Giving eight.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| 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. 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. Four of five in this category shown.
“Platforms like Groundswell or Selflessly (~$2–$4.50+/user/month or $4,500+/year) add giving but exceed tight budgets.” Grok 4.1 Fast · budget prompt · soft negative
“Groundswell: A modern, mobile-first platform built specifically to make enterprise-grade giving and DAFs accessible to mid-market companies. Very low administrative burden.” Gemini 3.5 Flash · scale 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
“positioned specifically as a Benevity alternative, addressing fragmentation and disbursement concerns” DeepSeek V4 Flash · negative 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.