Five of fourteen models named BetterCloud first on the direct prompt; zero named CIPP. BetterCloud was named by eleven of the fourteen models and CIPP by nine and BetterCloud carries 14 labels and CIPP 17, so the shares are not directly comparable.
Named in three categories 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 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Use cautiously third‑party tools like Augmentt, Skykick, or CIPP—validate their features, support, and security posture before committing.” GLM 4.7 FlashX · negative prompt · soft negative
“some criticized in reviews for minimal customization like early CIPP versions” Grok 4.1 Fast · negative prompt · soft negative
“Hosted starts low (~$99/month, but avoid if budget-tight).” Grok 4.1 Fast · budget prompt · soft negative
“Multi-tenant admin & provisioning | CIPP (open-source) or Microsoft Lighthouse (basic baseline)” DeepSeek V4 Flash · negative prompt · first choice
“start with AdminDroid's free edition or CIPP (if you need multi-tenant management)” Mistral Small · budget prompt · first choice
“Top Recommendation: CIPP (CyberDrain Improved Partner Portal)” MiniMax M2.5 · budget 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.