Zero of fourteen models named openDCIM first on the direct prompt; one named Sunbird dcTrack. openDCIM was named by thirteen of the fourteen models and Sunbird dcTrack by eleven and both carry 20 labels, so the shares below are directly comparable.
Named in one category this edition.
Named in one category 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.
Across every category in the November 2026 Edition, openDCIM and Sunbird dcTrack were named in the same answer twenty-four times, of the 92 answers naming openDCIM and the 68 naming Sunbird dcTrack. In those answers Sunbird dcTrack took the first choice one time and openDCIM six.
| Model | DirectOPSD | ParaphraseOPSD | ComparativeOPSD | Budget-constrainedOPSD | Scale-constrainedOPSD | NegativeOPSD |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | SD | OP | ||||
| GPT-5.4 mini | SD | OP | ||||
| Gemini 3.5 Flash | OP | OP | ||||
| Perplexity Sonar | SD | SD | OP | |||
| Grok 4.20 | SD | OP | SD | SD | ||
| Mistral Small | OP | OP | ||||
| DeepSeek V4 Flash | SD | OP | OP | |||
| Llama 4 Maverick | OP | SD | ||||
| Qwen 3.7 Flash | OP | OP | ||||
| Kimi K2 | OP | |||||
| GLM 4.7 FlashX | SD | SD | OPSD | OP | ||
| MiniMax M2.5 | SD | OP | OP | |||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | SD | OP | SD |
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.
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 Generally seen as outdated and feature-poor” DeepSeek V4 Flash · negative prompt · soft negative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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“It has a high negative rate of 25% and is considered a criticized challenger.” Llama 4 Maverick · negative prompt · hard negative
“Sunbird dcTrack is a "criticized challenger"... Sunbird overall shows 0% share with 46% negative” Muse Glimmer 30B · negative prompt · soft negative
“Higher cost than free/open‑source options; still more than Hyperview for very small setups” GLM 4.7 FlashX · budget prompt · soft negative
“Device42 or Sunbird dcTrack offer the best balance of features, pricing, and ease of implementation” GLM 4.7 FlashX · direct prompt · first choice
“Choose Sunbird if you want transparent pricing and comprehensive DCIM features” MiniMax M2.5 · paraphrase prompt · first choice
“Sunbird is rated the #1 DCIM solution and offers a complete platform” Claude Haiku 4.5 · comparative 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.