Zero of fourteen models named Microsoft 365 Admin Center first on the direct prompt; one named ManageEngine M365 Manager Plus. Microsoft 365 Admin Center was named by thirteen of the fourteen models and ManageEngine M365 Manager Plus by thirteen and Microsoft 365 Admin Center carries 34 labels and ManageEngine M365 Manager Plus 31, 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, Microsoft 365 Admin Center and ManageEngine M365 Manager Plus were named in the same answer forty-three times, of the 105 answers naming Microsoft 365 Admin Center and the 83 naming ManageEngine M365 Manager Plus. In those answers ManageEngine M365 Manager Plus took the first choice two times and Microsoft 365 Admin Center eighteen.
| Model | DirectM3 | ParaphraseM3 | ComparativeM3 | Budget-constrainedM3 | Scale-constrainedM3 | NegativeM3 |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | M3 | M3 | M3 | |||
| GPT-5.4 mini | M3 | M3 | M3 | M3 | ||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | M3 | M3 | ||||
| Grok 4.20 | M3 | M3 | ||||
| Mistral Small | M3 | |||||
| DeepSeek V4 Flash | M3 | M3 | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | M3 | |||||
| Kimi K2 | M3 | M3 | ||||
| GLM 4.7 FlashX | M3 | M3 | M3 | |||
| MiniMax M2.5 | M3 | M3 | ||||
| GPT-6 Luna | M3 | M3 | ||||
| Muse Glimmer 30B | M3 | M3 |
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. Six of eight in this category shown.
“Avoid relying solely on the Microsoft 365 Admin Center or legacy identity tools.” Mistral Small · negative prompt · hard negative
“the native Microsoft 365 Admin Center focuses on providing global admin rights, giving admins who work locally too much power and privileges they don't need” Claude Haiku 4.5 · negative prompt · soft negative
“Microsoft 365 Admin Center is fine for one-offs, but group-based licensing in Entra and Graph SDK cmdlets are recommended for scale” Muse Glimmer 30B · negative prompt · soft negative
“Best budget choice for most companies: use the Microsoft 365 admin center as your main tool—it's included with your subscription” GPT-6 Luna · budget prompt · first choice
“Best for: day-to-day Microsoft 365 tenant administration ... It's the central place for routine Microsoft 365 admin tasks.” GPT-5.4 mini · comparative prompt · first choice
“I'd recommend starting with the Microsoft 365 admin center as your primary governance and administration hub” GPT-5.4 mini · paraphrase 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.
“ManageEngine M365 Manager Plus at very large tenant sizes unless performance is tested” Perplexity Sonar · negative prompt · soft negative
“ManageEngine M365 Manager Plus is recommended for mid-sized organizations needing comprehensive reporting and compliance” Claude Haiku 4.5 · paraphrase prompt · first choice
“ManageEngine M365 Manager Plus stands out as a strong choice for mid-market organizations.” Claude Haiku 4.5 · direct prompt · first choice
“Good if you want a broad overview, ticketing integration, and reporting at a lower price point. Less "powerful" but usually enough for 500 users.” Qwen 3.7 Flash · scale 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.