Two of fourteen models named ManageEngine M365 Manager Plus first on the direct prompt; zero named CIPP. ManageEngine M365 Manager Plus was named by eleven of the fourteen models and CIPP by nine and ManageEngine M365 Manager Plus carries 25 labels and CIPP 17, 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 October 2026 Edition, ManageEngine M365 Manager Plus and CIPP were named in the same answer nine times, of the 66 answers naming ManageEngine M365 Manager Plus and the 37 naming CIPP. In those answers CIPP took the first choice four times and ManageEngine M365 Manager Plus one.
| 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. Four of five in this category shown.
“High cost — Significant licensing concern for many organizations” DeepSeek V4 Flash · negative prompt · soft negative
“start with ManageEngine M365 Manager Plus Free Edition. It is the only named solution with a never-expiring free tier that mirrors professional features.” Muse Glimmer 30B · budget prompt · first choice
“For most mid-market B2B companies, ManageEngine M365 Manager Plus offers the best combination of capability, cost-effectiveness, and scalability.” DeepSeek V4 Flash · direct prompt · first choice
“This is widely considered the best "value" option. It covers 95% of common administrative tasks at a lower price point” Qwen 3.7 Flash · comparative 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.