Zero of fourteen models named Submittable first on the direct prompt; one named Benevity Enterprise Impact Platform. Both were named by all fourteen models and Submittable carries 21 labels and Benevity Enterprise Impact Platform 62, 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, Submittable and Benevity Enterprise Impact Platform were named in the same answer forty-one times, of the 50 answers naming Submittable and the 193 naming Benevity Enterprise Impact Platform. In those answers Benevity Enterprise Impact Platform took the first choice nineteen times and Submittable seven.
| 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. Four of five in this category shown.
“it may be a poor fit for organizations needing a full employee-giving platform, payroll giving, or donor CRM” Perplexity Sonar · negative prompt · soft negative
“I'd recommend Submittable or Uncommon Giving as they offer the best combination of functionality, ease of use, and mid-market appropriate pricing” MiniMax M2.5 · paraphrase prompt · first choice
“Benevity and Submittable are the most robust and scalable options” Mistral Small · paraphrase prompt · first choice
“Submittable is my top recommendation for a mid-sized B2B company.” Grok 4.20 · paraphrase 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.
“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
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.