NetBox vs Device42
Zero of fourteen models named NetBox first on the direct prompt; four named Device42. NetBox was named by thirteen of the fourteen models and Device42 by fourteen and NetBox carries 33 labels and Device42 47, so the shares are not directly comparable.
Named in four 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.
By framing
NetBoxFirst choices, of fourteen modelsDevice42
Across every category in the November 2026 Edition, NetBox and Device42 were named in the same answer sixty-four times, of the 163 answers naming NetBox and the 178 naming Device42. In those answers Device42 took the first choice three times and NetBox twenty-six.
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 4.20 | | | | | | |
| 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 | | | | |
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 an alternative
4 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
1 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
NetBox41%#1 of 11Device424%#5 of 11Device424%#6 of 10NetBox0%#– 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.
“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
What the models said about Device42
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.