Zero of fourteen models named Microsoft Purview first on the direct prompt; one named ManageEngine M365 Manager Plus. Microsoft Purview was named by thirteen of the fourteen models and ManageEngine M365 Manager Plus by thirteen and Microsoft Purview carries 20 labels and ManageEngine M365 Manager Plus 31, so the shares are not directly comparable.
Named in eleven 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 4.20 | ||||||
| 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. One of one in this category shown.
“Microsoft Purview - has a negative rate (40%) and is considered a criticized challenger.” Llama 4 Maverick · negative prompt · hard negative
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.