Seven of fourteen models named CoreView ONE first on the direct prompt; one named ManageEngine M365 Manager Plus. CoreView ONE was named by thirteen of the fourteen models and ManageEngine M365 Manager Plus by thirteen and CoreView ONE carries 43 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, CoreView ONE and ManageEngine M365 Manager Plus were named in the same answer sixty-four times, of the 122 answers naming CoreView ONE and the 83 naming ManageEngine M365 Manager Plus. In those answers ManageEngine M365 Manager Plus took the first choice four times and CoreView ONE twenty-one.
| Model | DirectCO | ParaphraseCO | ComparativeCO | Budget-constrainedCO | Scale-constrainedCO | NegativeCO |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | CO | CO | ||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | CO | CO | CO | |||
| Perplexity Sonar | CO | CO | ||||
| Grok 4.20 | CO | CO | ||||
| Mistral Small | CO | CO | ||||
| DeepSeek V4 Flash | CO | CO | CO | CO | ||
| Llama 4 Maverick | CO | CO | ||||
| Qwen 3.7 Flash | CO | CO | CO | |||
| Kimi K2 | CO | CO | CO | CO | ||
| GLM 4.7 FlashX | CO | CO | ||||
| MiniMax M2.5 | CO | CO | CO | |||
| GPT-6 Luna | CO | CO | CO | |||
| Muse Glimmer 30B | CO | CO |
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 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
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.