One of fourteen models named Benevity Enterprise Impact Platform first on the direct prompt; zero named Groundswell. Benevity Enterprise Impact Platform was named by fourteen of the fourteen models and Groundswell by twelve and Benevity Enterprise Impact Platform carries 62 labels and Groundswell 26, 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 November 2026 Edition, Benevity Enterprise Impact Platform and Groundswell were named in the same answer eighty times, of the 193 answers naming Benevity Enterprise Impact Platform and the 88 naming Groundswell. In those answers Groundswell took the first choice fourteen times and Benevity Enterprise Impact Platform thirty-two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of eight in this category shown.
“Avoid enterprise platforms such as Benevity unless global scale, advanced reporting, or complex compliance justifies a custom quote” Perplexity Sonar · budget prompt · hard negative
“Benevity — Highest Concern Level ... be aware of the significant administrative burdens and fees it places on nonprofits” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid if you are a Small/Mid-Market Business: Do not buy Benevity; the cost and complexity will outweigh the benefits.” Qwen 3.7 Flash · negative prompt · hard negative
“Benevity is the market leader for enterprise-scale programs with the most robust global infrastructure and fastest fund distribution internationally.” Kimi K2 · comparative prompt · first choice
“It is widely considered the gold standard for robustness and scalability but is known for being expensive and having a steeper learning curve.” Qwen 3.7 Flash · comparative prompt · first choice
“the enterprise benchmark. "The undisputed heavyweight of the enterprise market, commanding a 34% market share in the high-revenue segment."” Muse Glimmer 30B · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“These may be unsuitable where native nonprofit-CRM integration or federated/community-campaign support is essential” Perplexity Sonar · negative prompt · soft negative
“starts at $12,500/year, so it's less likely to fit a tight budget” GPT-6 Luna · budget prompt · soft negative
“Groundswell and Millie — ask what screening they use now.” GPT-6 Luna · negative prompt · soft negative
“Smart, lightweight platforms (Uncommon Giving, Groundswell, momoGood) may outperform the more heavyweight enterprise options” DeepSeek V4 Flash · scale prompt · first choice
“lean toward modern, high-agility CSR tools (such as *Deed*, *Groundswell*, *Percent Pledge*, or *Uncommon Giving*)” Gemini 3.5 Flash · negative prompt · first choice
“Platforms like YourCause and Groundswell specifically target 500-1,000 employee companies” Kimi K2 · scale 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.