Two of fourteen models named AdminDroid 365 first on the direct prompt; seven named CoreView ONE. AdminDroid 365 was named by thirteen of the fourteen models and CoreView ONE by thirteen and AdminDroid 365 carries 34 labels and CoreView ONE 43, 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 CoreView ONE were named in the same answer sixty-nine times, of the 98 answers naming AdminDroid 365 and the 122 naming CoreView ONE. In those answers CoreView ONE took the first choice twenty-one times and AdminDroid 365 sixteen.
| Model | DirectA3CO | ParaphraseA3CO | ComparativeA3CO | Budget-constrainedA3CO | Scale-constrainedA3CO | NegativeA3CO |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | CO | CO | A3 | |||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | A3CO | A3CO | A3 | A3CO | ||
| Perplexity Sonar | CO | A3CO | ||||
| Grok 4.20 | A3CO | A3 | A3CO | |||
| Mistral Small | CO | A3 | CO | |||
| DeepSeek V4 Flash | A3CO | A3CO | A3CO | A3CO | ||
| Llama 4 Maverick | A3CO | CO | ||||
| Qwen 3.7 Flash | A3CO | CO | A3 | CO | ||
| Kimi K2 | A3CO | CO | A3CO | A3 | A3CO | |
| GLM 4.7 FlashX | A3CO | A3CO | A3 | |||
| MiniMax M2.5 | A3CO | A3CO | CO | |||
| GPT-6 Luna | CO | CO | A3CO | A3 | ||
| Muse Glimmer 30B | CO | CO | 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. Six of seven in this category shown.
“This tool has received particularly high criticism with a 57% negative rate according to AI recommendation indices.” MiniMax M2.5 · negative prompt · hard negative
“CoreView - has a high negative rate (57%) and is considered a criticized challenger.” Llama 4 Maverick · negative prompt · hard negative
“CoreView (powerful but enterprise-priced)” DeepSeek V4 Flash · budget prompt · soft negative
“consider tools like CoreView, Rencore Governance, ShareGate, or AvePoint Cloud Management, which are more widely endorsed” Mistral Small · negative prompt · first choice
“CoreView stands out as the best overall Microsoft 365 management tool for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
“First-choice share 31% in the IT AI Recommendation Index for enterprise buyers, endorsed leader.” Muse Glimmer 30B · comparative 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.