One of fourteen models named AdminDroid first on the direct prompt; zero named CIPP. AdminDroid was named by eleven of the fourteen models and CIPP by nine and AdminDroid carries 28 labels and CIPP 17, 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 microsoft 365 management page.
Across every category in the October 2026 Edition, AdminDroid and CIPP were named in the same answer nineteen times, of the 75 answers naming AdminDroid and the 37 naming CIPP. In those answers CIPP took the first choice four times and AdminDroid six.
| 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. 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.