Four of fourteen models named Millie first on the direct prompt; zero named Deed. Millie was named by thirteen of the fourteen models and Deed by eight and Millie carries 33 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.
Across every category in the October 2026 Edition, Millie and Deed were named in the same answer seventeen times, of the 85 answers naming Millie and the 38 naming Deed. In those answers Deed took the first choice one time and Millie two.
| Model | DirectMIDE | ParaphraseMIDE | ComparativeMIDE | Budget-constrainedMIDE | Scale-constrainedMIDE | NegativeMIDE |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | MI | MIDE | MI | DE | ||
| GPT-5.4 mini | MIDE | |||||
| Gemini 3.5 Flash | MIDE | MI | MIDE | DE | MIDE | |
| Perplexity Sonar | MI | DE | MI | DE | ||
| Grok 4.1 Fast | MI | MI | ||||
| Mistral Small | MI | MI | MI | |||
| DeepSeek V4 Flash | MI | MI | MI | |||
| Llama 4 Maverick | MIDE | |||||
| Qwen 3.7 Flash | MI | MI | ||||
| Kimi K2 | MI | MIDE | MIDE | |||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | MI | MI | MI | |||
| GPT-6 Luna | MI | MI | MI | |||
| Muse Glimmer 30B | MI | 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. Four of five in this category shown.
“its volunteering component is relatively basic and may not meet the needs of organizations seeking robust volunteer management” Mistral Small · negative prompt · soft negative
“I'd suggest starting with Millie if you're already on Slack, as it's designed specifically for smaller businesses with cost in mind” MiniMax M2.5 · budget 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
“If you want the single best default choice, I'd start with Millie for a mid-market B2B company” Perplexity Sonar · direct 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.