Five of fourteen models named Bright Funds first on the direct prompt; zero named YourCause. Bright Funds was named by ten of the fourteen models and YourCause by fourteen and Bright Funds carries 16 labels and YourCause 34, 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 | DirectBF | ParaphraseBF | ComparativeBF | Budget-constrainedBF | Scale-constrainedBF | NegativeBF |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | BF | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | BF | BF | BF | BF | BF | |
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | BF | |||||
| DeepSeek V4 Flash | BF | |||||
| Llama 4 Maverick | BF | |||||
| Qwen 3.7 Flash | BF | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | BF | |||||
| MiniMax M2.5 | BF | BF | ||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | BF |
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.
“Nonprofit Confusion & Onboarding Friction... Basic and Slow UI” Gemini 3.5 Flash · negative prompt · soft negative
“Bright Funds stands out as the top choice due to its focus on impact, ease of use, and alignment with corporate social responsibility goals” Mistral Small · direct prompt · first choice
“The best employee giving and volunteering platform for a mid-market B2B company is Bright Funds” Llama 4 Maverick · direct prompt · first choice
“I'd suggest starting with Bright Funds or Uncommon Giving” MiniMax M2.5 · direct 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.
“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
“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
“Avoid: Enterprise-heavy platforms like Benevity or YourCause unless you have 1,000+ employees” Kimi K2 · paraphrase prompt · hard negative
“YourCause is a SaaS-based platform ... This is ideal for mid-sized companies that want a comprehensive platform without enterprise complexity.” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd recommend considering YourCause (from Blackbaud) or Millie as top choices for a mid-sized B2B company” MiniMax M2.5 · paraphrase prompt · first choice
“YourCause is a strong competitor to Benevity, particularly for organizations already using Blackbaud's fundraising software.” GLM 4.7 FlashX · comparative 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.