Six of fourteen models named CoreView first on the direct prompt; one named Microsoft 365 Admin Center. CoreView was named by thirteen of the fourteen models and Microsoft 365 Admin Center by nine and CoreView carries 41 labels and Microsoft 365 Admin Center 18, so the shares are not directly comparable.
Named in two 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.
Across every category in the October 2026 Edition, CoreView and Microsoft 365 Admin Center were named in the same answer thirty times, of the 114 answers naming CoreView and the 75 naming Microsoft 365 Admin Center. In those answers Microsoft 365 Admin Center took the first choice ten times and CoreView six.
| 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 | ||||||
| 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. Six of eight in this category shown.
“powerful but enterprise-priced ... even then, it's far more affordable than alternatives like CoreView (which requires ~$20K/year minimum)” DeepSeek V4 Flash · budget prompt · soft negative
“Some customers say workflow and playbook setup feels cumbersome, with confusing terminology” Claude Haiku 4.5 · negative prompt · soft negative
“you do not need to purchase expensive enterprise suites like CoreView or Cayosoft” Gemini 3.5 Flash · budget prompt · soft negative
“I'd recommend CoreView (or a similarly focused, multi-tenant governance platform) as your primary governance and administration tool.” GLM 4.7 FlashX · paraphrase prompt · first choice
“CoreView is the tool most frequently recommended in current 2026 buying guides as a strong choice for mid-market and enterprise IT teams” Muse Glimmer 30B · direct prompt · first choice
“My default recommendation is CoreView if you mean a tool for both Microsoft 365 governance and day-to-day administration” GPT-6 Luna · paraphrase 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.