Data center infrastructure management · November 2026 Edition
ManageEngine OpManager vs openDCIM
One of fourteen models named ManageEngine OpManager first on the direct prompt; zero named openDCIM. ManageEngine OpManager was named by eleven of the fourteen models and openDCIM by thirteen and both carry 20 labels, so the shares below are directly comparable.
Named in seven categories this edition.
openDCIM
criticized challengerNamed in one category this edition.
First-choice share18%12%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%25%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 13; printed, not drawn.
Labels2020Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, ManageEngine OpManager reading right to left. Rank and label count are printed, not drawn.Device42 was named alongside these two in twelve of the fourteen direct answers. Sunbird DCIM vs ManageEngine OpManager · Sunbird DCIM vs openDCIM · ManageEngine OpManager vs NetBox
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.
ManageEngine OpManagerFirst choices, of fourteen modelsopenDCIMDirect10
Paraphrase70
Comparative001 against ManageEngine OpManager
Budget-constrained17
Scale-constrained10
Negative005 against openDCIM
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 ManageEngine OpManager and openDCIM stood in it.
| Model | DirectOP | ParaphraseOP | ComparativeOP | Budget-constrainedOP | Scale-constrainedOP | NegativeOP |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | OP | |||||
| GPT-5.4 mini | OP | |||||
| Gemini 3.5 Flash | OP | OP | ||||
| Perplexity Sonar | OP | |||||
| Grok 4.20 | | OP | | |||
| Mistral Small | | OP | OP | |||
| DeepSeek V4 Flash | | | OP | OP | ||
| Llama 4 Maverick | | OP | ||||
| Qwen 3.7 Flash | | OP | OP | |||
| Kimi K2 | | OP | ||||
| GLM 4.7 FlashX | | | OP | OP | ||
| MiniMax M2.5 | | | OP | OP | ||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | | | OP |
ManageEngine OpManagerOP openDCIM first choice named as an alternative argued againstblank: not namedEach cell is one answer, ManageEngine OpManager on the left and openDCIM on the right.The direct prompt
The plain question, one answer per model, grouped by where ManageEngine OpManager and openDCIM stood in it.
ManageEngine OpManager first, openDCIM not the choice
1 of 14 modelsopenDCIM was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashManageEngine OpManager, Sunbird DCIM alternatives: Device42, NetBox, Paessler PRTG
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.MiniMax M2.5Device42, Sunbird DCIM alternatives: ManageEngine OpManager, Schneider Electric EcoStruxure IT
Muse Glimmer 30BSunbird DCIM, dcTrack alternatives: Device42, Hyperview, ManageEngine OpManager, Schneider Electric EcoStruxure IT
Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Hyperview, Sunbird DCIM
GPT-5.4 miniNlyte DCIM alternatives: Device42, OpManager Nexus, Sunbird DCIM
Gemini 3.5 FlashSunbird DCIM alternatives: Device42, Hyperview, NetBox, Schneider Electric EcoStruxure IT
Perplexity SonarHyperview alternatives: Device42, Schneider EcoStruxure IT Advisor, Sunbird dcTrack
Grok 4.20Device42 alternatives: Hyperview DCIM, Schneider Electric EcoStruxure IT
Mistral SmallDevice42, Sunbird DCIM alternatives: Nlyte DCIM, netTerrain DCIM
Llama 4 MaverickSunbird DCIM alternatives: Device42, EcoStruxure IT, Hyperview, NetZoom DCIM
Qwen 3.7 FlashSunbird DCIM alternatives: Device42, Hyperview, NetBox
Kimi K2Sunbird DCIM alternatives: Device42, Hyperview, NetBox
GLM 4.7 FlashXDevice42, Sunbird dcTrack alternatives: Hyperview, NetBox, Schneider Electric EcoStruxure IT
GPT-6 LunaSunbird DCIM alternatives: NetBox, Schneider Electric EcoStruxure IT Advisor
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
openDCIM leads by thirteen points.
openDCIM24%#2 of 11
ManageEngine OpManager11%#4 of 11Mid-marketThe figures above
The order flips: ManageEngine OpManager leads at mid-market.
ManageEngine OpManager18%#2 of 13openDCIM12%#4 of 13
The full mid-market standing →Enterprise
Level: the same share of first choices.
ManageEngine OpManager0%#– of 10openDCIM0%#9 of 10
The full enterprise standing →What 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 openDCIM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Has multiple critical security vulnerabilities... Requires extensive security hardening before production use” GLM 4.7 FlashX · negative prompt · hard negative
“Open-source solutions like OpenDCIM may carry higher risks for large enterprise operations due to potential security vulnerabilities, limited support, and development sustainability concerns.” MiniMax M2.5 · negative prompt · soft negative
“*Use with caution* ... Generally seen as outdated and feature-poor” DeepSeek V4 Flash · negative prompt · soft negative
“openDCIM is recommended for focused rack and asset inventory on a limited budget, and is available for free under GPLv3” Claude Haiku 4.5 · budget prompt · first choice
“the best DCIM tool is openDCIM (free, open‑source) or NetBox (also free/self‑hosted)” GLM 4.7 FlashX · budget prompt · first choice
“the best DCIM option is usually openDCIM if you can handle some DIY setup and support” GPT-5.4 mini · budget prompt · first choice
Also compared
Sunbird DCIM vs ManageEngine OpManagerSunbird DCIM vs openDCIMManageEngine OpManager vs NetBoxManageEngine OpManager vs Device42ManageEngine OpManager vs HyperviewManageEngine OpManager vs Sunbird dcTrackManageEngine OpManager vs Nlyte DCIMNetBox vs openDCIMopenDCIM vs Device42openDCIM vs HyperviewopenDCIM vs Sunbird dcTrackopenDCIM vs Nlyte DCIMAll twenty-eight head-to-head pages and the full DCIM standing
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.