Seven of fourteen models named CoreView ONE first on the direct prompt; zero named CIPP. CoreView ONE was named by thirteen of the fourteen models and CIPP by nine and CoreView ONE carries 43 labels and CIPP 15, 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.
| 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.
“Another tool with a relatively high negative rate (28%) and labeled as a "criticized challenger"” MiniMax M2.5 · negative prompt · soft negative
“Add CIPP if you need more advanced automation and don't mind self-hosting — it's incredibly powerful and completely free” Kimi K2 · budget prompt · first choice
“Top Choice: CIPP (CyberDrain Improved Partner Portal)” MiniMax M2.5 · budget prompt · first choice
“I'd choose CIPP instead only if you're comfortable maintaining it in Azure or already manage multiple tenants.” GPT-6 Luna · budget 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.