Two of fourteen models named ManageEngine M365 Manager Plus first on the direct prompt; one named Microsoft 365 Admin Center. ManageEngine M365 Manager Plus was named by eleven of the fourteen models and Microsoft 365 Admin Center by nine and ManageEngine M365 Manager Plus carries 25 labels and Microsoft 365 Admin Center 18, 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, ManageEngine M365 Manager Plus and Microsoft 365 Admin Center were named in the same answer eighteen times, of the 66 answers naming ManageEngine M365 Manager Plus and the 75 naming Microsoft 365 Admin Center. In those answers Microsoft 365 Admin Center took the first choice four times and ManageEngine M365 Manager Plus four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | M3 | M3 | M3 | M3 | M3 | |
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | M3 | |||||
| Grok 4.1 Fast | M3 | M3 | M3 | |||
| Mistral Small | ||||||
| DeepSeek V4 Flash | M3 | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | M3 | |||||
| GPT-6 Luna | M3 | |||||
| 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 five in this category shown.
“High cost — Significant licensing concern for many organizations” DeepSeek V4 Flash · negative prompt · soft negative
“start with ManageEngine M365 Manager Plus Free Edition. It is the only named solution with a never-expiring free tier that mirrors professional features.” Muse Glimmer 30B · budget prompt · first choice
“For most mid-market B2B companies, ManageEngine M365 Manager Plus offers the best combination of capability, cost-effectiveness, and scalability.” DeepSeek V4 Flash · direct prompt · first choice
“This is widely considered the best "value" option. It covers 95% of common administrative tasks at a lower price point” Qwen 3.7 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Fine for basic tasks (user management, service health), but lacks depth for advanced governance, granular reporting, security posture, or multi-tenant ops.” Grok 4.1 Fast · negative prompt · soft negative
“Core for daily admin tasks like user/license management, but lacks advanced automation/reporting.” Grok 4.1 Fast · direct prompt · soft negative
“Built-in admin needs: start with Microsoft 365 Admin Center because it already centralizes core admin portals.” Perplexity Sonar · comparative prompt · first choice
“Best for: day-to-day tenant administration. This is the central place for core Microsoft 365 service management” GPT-5.4 mini · comparative prompt · first choice
“Best budget choice for most companies: Microsoft 365 Admin Center, supplemented by Microsoft Graph PowerShell.” GPT-6 Luna · 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.