One of fourteen models named ManageEngine OpManager first on the direct prompt; two named Hyperview. ManageEngine OpManager was named by eleven of the fourteen models and Hyperview by fourteen and ManageEngine OpManager carries 20 labels and Hyperview 38, 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. Four of five in this category shown.
“Avoid commercial tools (e.g., Sunbird, Hyperview, or Device42)” Grok 4.20 · budget prompt · hard negative
“Hyperview is the faster path to operational visibility, best for mid-market data center operations prioritizing fast time-to-value and transparent pricing” Claude Haiku 4.5 · direct prompt · first choice
“Hyperview is the best default choice if you want cloud delivery, quick deployment, and predictable costs” Perplexity Sonar · direct prompt · first choice
“Hyperview is the most explicitly positioned for mid-market with fast deployment and $3/asset/yr pricing.” Muse Glimmer 30B · paraphrase 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.