Ten of fourteen models named Sunbird DCIM first on the direct prompt; zero named NetBox. Sunbird DCIM was named by fourteen of the fourteen models and NetBox by thirteen and Sunbird DCIM carries 28 labels and NetBox 33, so the shares are not directly comparable.
Named in one category this edition.
Named in four 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.
Across every category in the November 2026 Edition, Sunbird DCIM and NetBox were named in the same answer twenty-six times, of the 70 answers naming Sunbird DCIM and the 163 naming NetBox. In those answers NetBox took the first choice nine times and Sunbird DCIM eight.
| 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. Five of six in this category shown.
“criticized for high cost and complexity, and are generally recommended to be avoided by small businesses” Mistral Small · negative prompt · soft negative
“Reviewers consistently note it's expensive” Kimi K2 · paraphrase prompt · soft negative
“Sunbird pairs its dcTrack asset management module with Power IQ for energy monitoring, and it has a reputation as one of the more approachable mid-market DCIM options” Claude Haiku 4.5 · direct prompt · first choice
“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 is frequently cited as the leading choice due to its balance of deep functionality and accessibility” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“NetBox and similar tools can work when engineering resources are available, but they are not a turnkey replacement” Perplexity Sonar · negative prompt · soft negative
“Great for smaller B2B teams but lacks advanced monitoring/analytics... Not ideal if you need vendor support.” Grok 4.20 · direct prompt · soft negative
“but not a full facilities-monitoring DCIM platform” Perplexity Sonar · comparative prompt · soft negative
“Start with NetBox if you have technical staff who can manage it. It's the most capable and actively maintained free option” Kimi K2 · budget prompt · first choice
“NetBox is almost certainly your best bet — it's free, powerful, and widely used” DeepSeek V4 Flash · 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.