Six of fourteen models named CoreView first on the direct prompt; zero named CIPP. CoreView was named by thirteen of the fourteen models and CIPP by nine and CoreView carries 41 labels and CIPP 17, 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.
| 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. 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. 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.