Two of fourteen models named AdminDroid 365 first on the direct prompt; zero named CIPP. AdminDroid 365 was named by thirteen of the fourteen models and CIPP by nine and AdminDroid 365 carries 34 labels and CIPP 15, 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 November 2026 Edition, AdminDroid 365 and CIPP were named in the same answer twenty-eight times, of the 98 answers naming AdminDroid 365 and the 32 naming CIPP. In those answers CIPP took the first choice one time and AdminDroid 365 ten.
| Model | DirectA3 | ParaphraseA3 | ComparativeA3 | Budget-constrainedA3 | Scale-constrainedA3 | NegativeA3 |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | A3 | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | A3 | A3 | A3 | A3 | ||
| Perplexity Sonar | A3 | |||||
| Grok 4.20 | A3 | A3 | A3 | |||
| Mistral Small | A3 | |||||
| DeepSeek V4 Flash | A3 | A3 | A3 | A3 | ||
| Llama 4 Maverick | A3 | |||||
| Qwen 3.7 Flash | A3 | A3 | ||||
| Kimi K2 | A3 | A3 | A3 | A3 | ||
| GLM 4.7 FlashX | A3 | A3 | A3 | |||
| MiniMax M2.5 | A3 | A3 | ||||
| GPT-6 Luna | A3 | A3 | ||||
| Muse Glimmer 30B | A3 |
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 Microsoft 365 management tool for a company with a limited budget is AdminDroid, which offers a generous free tier and affordable paid plans.” Llama 4 Maverick · budget prompt · first choice
“combined with AdminDroid 365's free tier. This combination gives you comprehensive management and reporting capabilities at zero additional cost.” Claude Haiku 4.5 · budget prompt · first choice
“AdminDroid: Strong on reporting, auditing, and governance. Often praised for depth without complexity. Good for compliance-heavy teams.” Grok 4.20 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Another tool with a relatively high negative rate (28%) and labeled as a "criticized challenger"” MiniMax M2.5 · negative prompt · soft negative
“Add CIPP if you need more advanced automation and don't mind self-hosting — it's incredibly powerful and completely free” Kimi K2 · budget prompt · first choice
“Top Choice: CIPP (CyberDrain Improved Partner Portal)” MiniMax M2.5 · budget prompt · first choice
“I'd choose CIPP instead only if you're comfortable maintaining it in Azure or already manage multiple tenants.” GPT-6 Luna · budget 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.