One of fourteen models named ManageEngine OpManager first on the direct prompt; one named Nlyte DCIM. ManageEngine OpManager was named by eleven of the fourteen models and Nlyte DCIM by fourteen and ManageEngine OpManager carries 20 labels and Nlyte DCIM 40, so the shares are not directly comparable.
Named in seven 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 data center infrastructure 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. Four of four in this category shown.
“Less specialized in complex facilities management” GLM 4.7 FlashX · comparative prompt · soft negative
“ManageEngine OpManager (Best Overall Value)... frequently cited as the top choice for Small to Medium Enterprises (SMEs) and mid-sized organizations” Qwen 3.7 Flash · paraphrase prompt · first choice
“Excellent for SMEs—real-time monitoring, visualizations, capacity planning, and ITOM integration. Affordable, user-friendly dashboards.” Grok 4.20 · scale prompt · first choice
“the recommended data center infrastructure management software for a mid-sized B2B company are: 1. ManageEngine OpManager” Llama 4 Maverick · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Frequently criticized as a "legacy platform" with significant security concerns” GLM 4.7 FlashX · negative prompt · hard negative
“avoid legacy platforms (like *Nlyte* or *FNT Command*)” Muse Glimmer 30B · negative prompt · hard negative
“avoid legacy platforms (like Nlyte or FNT Command)” DeepSeek V4 Flash · negative prompt · hard negative
“Best for enterprise-scale lifecycle and hybrid infrastructure: broad asset lifecycle, capacity planning, and hybrid environment coverage” Muse Glimmer 30B · comparative prompt · first choice
“the best DCIM choice is usually Nlyte if you want the strongest all-around fit” GPT-5.4 mini · direct prompt · first choice
“A comprehensive DCIM platform that's particularly strong in asset management, capacity planning, and power management.” Claude Haiku 4.5 · paraphrase 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.