Two of fourteen models named Hyperview first on the direct prompt; one named Nlyte DCIM. Both were named by all fourteen models and Hyperview carries 38 labels and Nlyte DCIM 40, 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 data center infrastructure management page.
Across every category in the November 2026 Edition, Hyperview and Nlyte DCIM were named in the same answer sixty-three times, of the 107 answers naming Hyperview and the 138 naming Nlyte DCIM. In those answers Nlyte DCIM took the first choice six times and Hyperview nine.
| 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 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
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.