ManageEngine OpManager vs NetBox
One of fourteen models named ManageEngine OpManager first on the direct prompt; zero named NetBox. ManageEngine OpManager was named by eleven of the fourteen models and NetBox by thirteen and ManageEngine OpManager carries 20 labels and NetBox 33, so the shares are not directly comparable.
Named in seven categories 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.
By framing
ManageEngine OpManagerFirst choices, of fourteen modelsNetBox
Across every category in the November 2026 Edition, ManageEngine OpManager and NetBox were named in the same answer forty-seven times, of the 239 answers naming ManageEngine OpManager and the 163 naming NetBox. In those answers NetBox took the first choice twenty times and ManageEngine OpManager twelve.
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 | | | |
ManageEngine OpManager NetBox first choice named as an alternative argued againstblank: not namedEach cell is one answer, ManageEngine OpManager on the left and NetBox on the right.The direct prompt
ManageEngine OpManager first, NetBox an alternative
1 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
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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 11ManageEngine OpManager11%#4 of 11ManageEngine OpManager18%#2 of 13NetBox16%#3 of 13ManageEngine OpManager0%#– of 10NetBox0%#– of 10What the models said about ManageEngine OpManager
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Less specialized in complex facilities management” GLM 4.7 FlashX · comparative prompt · soft negative
“ManageEngine OpManager (Best Overall Value)... frequently cited as the top choice for Small to Medium Enterprises (SMEs) and mid-sized organizations” Qwen 3.7 Flash · paraphrase prompt · first choice
“Excellent for SMEs—real-time monitoring, visualizations, capacity planning, and ITOM integration. Affordable, user-friendly dashboards.” Grok 4.20 · scale prompt · first choice
“the recommended data center infrastructure management software for a mid-sized B2B company are: 1. ManageEngine OpManager” Llama 4 Maverick · paraphrase prompt · first choice
What 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
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.