| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data center infrastructure management | IT operations and endpoint | 8% | 5 of 103 | 22% | 23 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 1 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 2 | 1 | 1 | 4 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 0 | 3 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Opendcim is the strongest fit if your company mainly needs basic rack elevation and asset tracking” Perplexity Sonar · DCIM · budget prompt · first choice
“openDCIM is strongly recommended as it offers core DCIM functionality without any licensing costs” MiniMax M2.5 · DCIM · budget prompt · first choice
“the most pragmatic choice today is openDCIM—a free, open‑source DCIM application” GLM 4.7 FlashX · DCIM · budget prompt · first choice
“NetBox or openDCIM would be your best choices” Claude Haiku 4.5 · DCIM · budget prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Best for simple inventory tracking only — not for serious production-grade DCIM needs.” DeepSeek V4 Flash · DCIM · negative prompt · hard negative
“Open-source alternatives like OpenDCIM, NetBox, and RackTables provide core functionality without licensing fees but require more technical expertise to implement” Claude Haiku 4.5 · DCIM · comparative prompt · soft negative
“I’d avoid relying on it for critical operations unless you’re prepared to maintain a fork or have a credible support plan.” GPT-6 Luna · DCIM · negative prompt · soft negative
“Tools like openDCIM are largely static, 2D database-mapping tools” Gemini 3.5 Flash · DCIM · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 77 of the 79 answers that named openDCIM and are not a share of its labels.
350 of the 350 domain citations in answers naming openDCIM came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What openDCIM's own pages state, read October 5, 2026: opendcim.org. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when openDCIM's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as openDCIM, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for openDCIM by email, built from the raw record of the edition. It shows: