One of fourteen models named AdminDroid first on the direct prompt; five named BetterCloud. AdminDroid was named by eleven of the fourteen models and BetterCloud by eleven and AdminDroid carries 28 labels and BetterCloud 14, so the shares are not directly comparable.
Named in one category this edition.
Named in three categories 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 microsoft 365 management page.
| 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. Three of four in this category shown.
“the best starting point is usually AdminDroid because it is described as a cloud-hosted Microsoft 365 reporting and administration platform with a generous free tier” Perplexity Sonar · budget prompt · first choice
“For the tightest budgets: Start with AdminDroid Free Edition - it offers the most features without any user limits and never expires.” Kimi K2 · budget prompt · first choice
“For most mid-market B2B companies, AdminDroid offers the best balance of features, reporting depth, and cost-effectiveness.” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Customers note integration options feel limited outside core connectors like Okta and NetSuite, and reviews flag that initial setup and workflow configuration require significant training” Claude Haiku 4.5 · negative prompt · soft negative
“A strong choice for mid-market IT teams that want to reduce repetitive admin work around onboarding, offboarding, and license management” Claude Haiku 4.5 · direct prompt · first choice
“Start with BetterCloud if automation/onboarding is key for your B2B ops—it's repeatedly called out for mid-market.” Grok 4.1 Fast · direct prompt · first choice
“the best Microsoft 365 management tools are generally considered to be BetterCloud and CoreView” Mistral Small · direct 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.