NetBox vs Device42
Zero of fourteen models named NetBox first on the direct prompt; two named Device42. NetBox was named by twelve of the fourteen models and Device42 by thirteen and NetBox carries 29 labels and Device42 41, so the shares are not directly comparable.
Named in four categories this edition.
Named in three 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.
By framing
NetBoxFirst choices, of fourteen modelsDevice42
Across every category in the October 2026 Edition, NetBox and Device42 were named in the same answer fifty-three times, of the 137 answers naming NetBox and the 125 naming Device42. In those answers Device42 took the first choice six times and NetBox twenty-two.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | | | | | |
| 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 | | | | | |
NetBox Device42 first choice named as an alternative argued againstblank: not namedEach cell is one answer, NetBox on the left and Device42 on the right.The direct prompt
Device42 first, NetBox not the choice
2 of 14 modelsNetBox was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.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
NetBox29%#1 of 11Device427%#5 of 11Device424%#6 of 10NetBox0%#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 Device42
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Device42: Complex initial setup and configuration processes, steep learning curve, and limited reporting features” Claude Haiku 4.5 · negative prompt · soft negative
“pricing is quote-based and can get expensive... making it a poor fit for most budget-constrained companies” DeepSeek V4 Flash · budget prompt · soft negative
“Exceptionally strong in auto-discovery and mapping the relationship between physical hardware, virtual machines, and application dependencies.” Gemini 3.5 Flash · scale prompt · first choice
“If you want a single recommendation without more constraints, choose Device42.” Perplexity Sonar · paraphrase prompt · first choice
“Sunbird DCIM or Device42 would be the top choices” MiniMax M2.5 · 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.