Data center infrastructure management · October 2026 Edition
NetBox vs Sunbird dcTrack
Zero of fourteen models named NetBox first on the direct prompt; two named Sunbird dcTrack. NetBox was named by twelve of the fourteen models and Sunbird dcTrack by eight and NetBox carries 29 labels and Sunbird dcTrack 17, so the shares are not directly comparable.
Named in four categories this edition.
Sunbird dcTrack
accepted challengerNamed in one category this edition.
First-choice share17%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 9; printed, not drawn.
Labels2917A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, NetBox reading right to left. Rank and label count are printed, not drawn.Device42 was named alongside these two in eleven of the fourteen direct answers. Sunbird DCIM vs NetBox · Sunbird DCIM vs Sunbird dcTrack · NetBox vs Hyperview
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
NetBoxFirst choices, of fourteen modelsSunbird dcTrackDirect02
Paraphrase001 against NetBox
Comparative061 against NetBox
Budget-constrained901 against Sunbird dcTrack
Scale-constrained00
Negative10
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where NetBox and Sunbird dcTrack stood in it.
| Model | DirectSD | ParaphraseSD | ComparativeSD | Budget-constrainedSD | Scale-constrainedSD | NegativeSD |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | SD | SD | |||
| Grok 4.1 Fast | SD | SD | | SD | ||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | SD | SD | SD | ||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | SD | | SD | SD | |
| GLM 4.7 FlashX | SD | | SD | SD | ||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | SD | |||||
| Muse Glimmer 30B | | SD | | |
NetBoxSD Sunbird dcTrack first choice named as an alternative argued againstblank: not namedEach cell is one answer, NetBox on the left and Sunbird dcTrack on the right.The direct prompt
The plain question, one answer per model, grouped by where NetBox and Sunbird dcTrack stood in it.
Sunbird dcTrack first, NetBox not the choice
2 of 14 modelsNetBox was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXSunbird dcTrack alternatives: Device42, Schneider Electric EcoStruxure IT
GPT-6 LunaSunbird dcTrack alternatives: Nlyte DCIM, Schneider EcoStruxure IT Expert
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarHyperview alternatives: Device42, NetBox, Sunbird DCIM
Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Sunbird DCIM alternatives: Hyperview, Nlyte DCIM
GPT-5.4 miniSunbird DCIM alternatives: Nlyte DCIM, Vertiv
Gemini 3.5 FlashSunbird Software alternatives: Device42, Hyperview, Schneider Electric
Grok 4.1 FastSunbird DCIM alternatives: Device42, Hyperview DCIM
Mistral SmallHyperview alternatives: Device42, Sunbird DCIM
DeepSeek V4 FlashSunbird DCIM alternatives: Device42, Hyperview DCIM
Llama 4 MaverickHyperview alternatives: Device42, Sunbird DCIM
Qwen 3.7 FlashDevice42 alternatives: Hyperview DCIM, Nlyte DCIM, Sunbird DCIM
Kimi K2Hyperview DCIM alternatives: Device42, Schneider Electric EcoStruxure IT, Sunbird DCIM
MiniMax M2.5Device42, Sunbird DCIM alternatives: Schneider Electric EcoStruxure IT
Muse Glimmer 30BSunbird DCIM / dcTrack + Power IQ alternatives: Device42, Hyperview
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
NetBox leads by twenty-seven points.
NetBox29%#1 of 11Sunbird dcTrack2%#7 of 11
The full small business standing →Mid-marketThe figures above
NetBox leads by thirteen points.
NetBox17%#2 of 9Sunbird dcTrack4%#6 of 9
The full mid-market standing →Enterprise
The order flips: Sunbird dcTrack leads at enterprise.
Sunbird dcTrack18%#2 of 10
NetBox0%#10 of 10What the models said about NetBox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“but it lacks built-in power and environmental monitoring out of the box” DeepSeek V4 Flash · paraphrase prompt · soft negative
“require more technical expertise to implement” Claude Haiku 4.5 · comparative prompt · soft negative
“The Best Open-Source Option: NetBox ... NetBox has quickly become the industry standard for IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) combined.” Qwen 3.7 Flash · budget prompt · first choice
“The best DCIM tool for a company with a limited budget is NetBox, an open-source DCIM tool that is suitable for teams with no license budget.” Llama 4 Maverick · budget prompt · first choice
“NetBox – This is an open-source, free-to-use DCIM tool that covers racks, devices, cabling, circuits, and IP address management.” Mistral Small · budget prompt · first choice
What the models said about Sunbird dcTrack
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Affordable entry at ~$19.50/cabinet/month (published pricing), but not free” Grok 4.1 Fast · budget prompt · soft negative
“cited as leading as the most comprehensive choice, offering real-time monitoring, capacity planning, asset management, and workflow automation” Muse Glimmer 30B · comparative prompt · first choice
“the top recommendation for a mid-market organization that needs a balance of cost, scalability, and operational depth is Sunbird dcTrack” GLM 4.7 FlashX · direct prompt · first choice
“Choose Sunbird dcTrack if you want a broad, mature DCIM suite with strong coverage across core DCIM functions.” Perplexity Sonar · comparative prompt · first choice
Also compared
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.