One of fourteen models named ManageEngine OpManager first on the direct prompt; four named Device42. ManageEngine OpManager was named by eleven of the fourteen models and Device42 by fourteen and ManageEngine OpManager carries 20 labels and Device42 47, so the shares are not directly comparable.
Named in seven categories this edition.
Named in five categories 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 seven in this category shown.
“Device42 and Leibert CRV iCOM have been found to be public-facing but secured only with default passwords” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid commercial tools (e.g., Sunbird, Hyperview, or Device42)” Grok 4.20 · budget prompt · hard negative
“consider higher-cost tools like Nlyte or Device42, but they're usually not the best "limited budget" choice” GPT-5.4 mini · budget prompt · soft negative
“Device42 or Sunbird DCIM offer the best balance of functionality, ease of use, cost-effectiveness, and scalability” Claude Haiku 4.5 · paraphrase prompt · first choice
“Sunbird DCIM and Device42 are the top recommendations” Mistral Small · direct prompt · first choice
“Device42 (Strongest Overall for Mid-Market B2B)” Grok 4.20 · direct 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.