Data center infrastructure management for small business buyers
Asked as “DCIM tool”, and as “data center infrastructure management software”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
29%
Contested · openDCIM 18%
29NetBox18openDCIM09Hyperview45others
29% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-one head-to-head pages: the top seven products, each against each
Sunbird DCIM vs openDCIMSunbird DCIM vs Sunbird dcTrackSunbird DCIM vs SunbirdNetBox vs HyperviewNetBox vs Device42NetBox vs openDCIMNetBox vs Sunbird dcTrackNetBox vs SunbirdHyperview vs Device42Hyperview vs openDCIMHyperview vs Sunbird dcTrackHyperview vs SunbirdDevice42 vs openDCIMDevice42 vs Sunbird dcTrackDevice42 vs SunbirdopenDCIM vs Sunbird dcTrackopenDCIM vs SunbirdSunbird dcTrack vs Sunbird
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01o02
03
04
05
06S07
R08
09S10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01NetBox29%
NetBox29%02openDCIM18%
03Hyperview9%
Hyperview9%04Sunbird DCIM9%
Sunbird DCIM9%05Device427%
Device427%06ManageEngine OpManager5%
ManageEngine OpManager5%07Sunbird dcTrack2%
08RackTables2%
09Schneider Electric EcoStruxure IT0%
Schneider Electric EcoStruxure IT0%10Sunbird0%
11Nlyte DCIM0%
Nlyte DCIM0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Nlyte DCIM55%
12 of 22 labels negative · 8 of 14 models · 7 hard negative
“Tools like **Schneider Electric EcoStruxure IT**, **Nlyte**, **Sunbird dcTrack**, and similar enterprise platforms often include features that small businesses will never use” MiniMax M2.5, negative prompt
Schneider Electric EcoStruxure IT42%
8 of 19 labels negative · 6 of 14 models · 3 hard negative
“Tools like **Schneider Electric EcoStruxure IT**, **Nlyte**, **Sunbird dcTrack**, and similar enterprise platforms often include features that small businesses will never use” MiniMax M2.5, negative prompt
Sunbird
46%
6 of 13 labels negative · 5 of 14 models · 3 hard negative
“you likely want to avoid enterprise giants (like Nlyte or Sunbird/Monarch) due to high cost and complexity” Qwen 3.7 Flash, scale prompt
openDCIM
11%
5 of 47 labels negative · 5 of 14 models · 1 hard negative
“Raw openDCIM (without commercial support) ... "Free" open-source often carries a very high cost in labor” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1001 links across 149 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
47 answers · 47 citations · 13 models
vendor site · Motadata46 answers · 46 citations · 11 models
33 answers · 39 citations · 12 models
32 answers · 36 citations · 11 models
vendor site · G230 answers · 41 citations · 11 models
29 answers · 35 citations · 10 models
vendor site · FitGap29 answers · 34 citations · 11 models
24 answers · 36 citations · 10 models
vendor site · SourceForge24 answers · 32 citations · 10 models
vendor site · ZipDo.co22 answers · 28 citations · 9 models
19 answers · 25 citations · 10 models
19 answers · 24 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
47 answers · 13 models
46 answers · 11 models
32 answers · 11 models
27 answers · 10 models
27 answers · 10 models
23 answers · 10 models
20 answers · 12 models
19 answers · 8 models
18 answers · 7 models
18 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best dcim tool”, “dcim tool”, “dcim tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| NetBox netboxlabs.com NetBox 29%, NetBox Community 5% | 34% | 128 | 9,900 | 457 | 10,496 | 5 | |
| openDCIM opendcim.org | 18% | 77 | 210 | 0 | 213 | ||
| Hyperview hyperviewhq.com Hyperview 9%, Hyperview DCIM 4% | 12% | 79 | 880 | 73 | 1,147 | 5 | |
| Sunbird DCIM sunbirddcim.com | 9% | 65 | 480 | 16 | 55,643 | 46 | |
| Device42 device42.com | 7% | 118 | 1,600 | 33 | 5,360 | 0 | |
| ManageEngine parent site ManageEngine OpManager 5%, ManageEngine DCIM 2% | 7% | 178 | 8,100 | 675 | |||
| Sunbird dcTrack | 2% | 70 | 0 | ||||
| RackTables | 2% | 390 | 4 | ||||
| EasyDCIM easydcim.com | 2% | 3 | |||||
| Nautobot | 2% |
Google's top ten for the three searches hold 16 sites; 1 of them are among the sites the models cited here (g2.com). The first result for “best dcim tool” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best DCIM tool for a small B2B company?”Paraphrase“Which data center infrastructure management software would you recommend to a small business that sells to other businesses?”Comparative“What are the top DCIM tools for a small team and how do they differ?”Budget-constrained“What is the best DCIM tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a DCIM tool. What should we look at?”Negative“Which DCIM tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Hyperviewno first choiceChangedHyperviewagainst: openDCIMNetBox, openDCIMno first choiceagainst: RackMonkey
Two alternatives
ManageEngine OpManager, Sunbird DCIMThree alternatives
ManageEngine OpManager, NetBox, Paessler PRTGTwo alternatives
RackTables, Schneider Electric EcoStruxure ITGPT-5.4 miniNetBoxVertiv’s Trellis quick-start / Vertiv Environet AlertChangedNetBox, openDCIMagainst: FNT, Hyperview, Nlyte DCIMHyperview DCIMno first choicenothing named
One alternative
Sunbird DCIMTwo alternatives
Nlyte DCIM, Sunbird dcTrackThree alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird dcTrackOne alternative
Sunbird DCIMGemini 3.5 FlashHyperviewagainst: Nlyte DCIM, SunbirdEasyDCIMChangedNetBoxNetBox, openDCIMNetBoxagainst: Nlyte DCIM, RackTables, Schneider Electric’s EcoStruxure, phpIPAMagainst: Cadence 6SigmaDCX, EkkoSense, FNT Command, Nlyte DCIM, Panduit SmartZone Cloud, Schneider Electric StruxureWare/Data Center Operation, Vertiv Trellis, openDCIM
Three alternatives
Device42, NetBox, Schneider Electric EcoStruxure IT ExpertThree alternatives
Device42, Hyperview, NetBoxThree alternatives
Device42, EasyDCIM, openDCIMFour alternatives
Grafana, Hyperview, LibreNMS, RackTablesTwo alternatives
Device42, HyperviewPerplexity SonarNetBoxRackTablesChangedNetBoxNetBox, RackMonkeyno first choicenothing named
Four alternatives
Device42, Hyperview, Nlyte DCIM, openDCIMTwo alternatives
Device42, Schneider Electric EcoStruxure ITFour alternatives
Device42, EcoStruxure IT, Hyperview DCIM, openDCIMTwo alternatives
ManageEngine, SunbirdGrok 4.1 FastManageEngine OpManageropenDCIMChangedNetBox, openDCIMopenDCIMagainst: Schneider, SunbirdHyperview, NetBoxagainst: Cormant-CS, FNT Command, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird DCIM, Vertiv Trellis
Four alternatives
Hyperview, RackTables, Sunbird DCIM, openDCIMThree alternatives
Hyperview, ManageEngine OpManager, Sunbird dcTrack + Power IQThree alternatives
Device42, Hyperview, Sunbird DCIMOne alternative
NetBoxThree alternatives
Nlyte DCIM, Schneider EcoStruxure IT, Sunbird DCIMMistral SmallManageEngine OpManagerno first choiceChangedRackTables, openDCIMNetBoxagainst: Schneider Electric EcoStruxure IT, Sunbirdno first choiceagainst: Device42against: OpenNMS, RackTables, Schneider Electric EcoStruxure IT
Two alternatives
NetBox, Sunbird DCIMThree alternatives
Cormant-CS, Device42, HyperviewDeepSeek V4 FlashSunbird DCIMHyperview DCIMChangedagainst: Schneider EcoStruxure IT ExpertHyperview, NetBoxagainst: RackTablesopenDCIMagainst: RackTablesNautobot, NetBoxagainst: Schneider EcoStruxure ITagainst: FNT Command, NetBox, Nlyte DCIM, Schneider Electric EcoStruxure IT, ServiceNow, SolarWinds, Sunbird dcTrack, Vertiv Environet, openDCIM
Four alternatives
ManageEngine OpManager, NetBox, Schneider Electric EcoStruxure IT, openDCIMTwo alternatives
Sunbird dcTrack, openDCIMTwo alternatives
Device42, Sunbird dcTrackThree alternatives
Hyperview, ManageEngine OpManager, NetBoxThree alternatives
Hyperview, ManageEngine OpManager, Sunbird dcTrackLlama 4 Maverickno first choiceManageEngine OpManagerChangedno first choiceHyperviewno first choicenothing named
Two alternatives
Nlyte Data Center Infrastructure Management, Schneider Electric EcoStruxure ITThree alternatives
Cormant-CS, Device42, netTerrainQwen 3.7 FlashDevice42Sunbird DCIMChangedHyperview DCIMagainst: Nlyte DCIM, Schneider Electric EcoStruxureNetBoxManageEngine DCIMagainst: NetBox, Nlyte DCIM, Sunbirdagainst: EcoStruxure IT, Hyperview, ManageEngine OpManager, NetBox, Nlyte DCIM, Sunbird, openDCIM
Three alternatives
LogicMonitor, Site24x7, openDCIMThree alternatives
EcoStruxure IT Expert, Sentry Software, openDCIMFour alternatives
Device42, NetBox, Sunbird dcTrack, openDCIMTwo alternatives
RackTables, openDCIMFour alternatives
Aruba Central, Cisco Catalyst Center, HPE OneView, SkyboticsKimi K2NetBoxagainst: ManageEngine OpManager, RackTablesNetBoxHeldSunbird DCIMNetBox, openDCIMNetBoxagainst: Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrack
Two alternatives
Schneider Electric EcoStruxure IT, openDCIMThree alternatives
Device42, Sunbird DCIM, openDCIMFive alternatives
Device42, ManageEngine OpManager, NetBox, Nlyte DCIM, openDCIMTwo alternatives
ManageEngine OpManager, RackTablesFour alternatives
Device42, Hyperview, Nlyte DCIM, openDCIMGLM 4.7 FlashXDevice42, Sunbird DCIMopenDCIMChangedNetBox, openDCIMagainst: Datto, Nlyte DCIM, RackTables, Vertiv TrellisopenDCIMno first choicenothing named
Three alternatives
FNT Command, Hyperview DCIM, NetBoxTwo alternatives
Device42, ManageEngine OpManagerSix alternatives
APC InfraView, Device42, ManageEngine OpManager, Schneider Electric EcoStruxure IT, SolarWinds DCIM, Sunbird dcTrackThree alternatives
Device42, NetBox, SunbirdMiniMax M2.5Sunbird DCIM, openDCIMno first choiceChangedopenDCIMagainst: HyperviewHyperview, NetBoxagainst: Schneider Electric EcoStruxure IT, SunbirdDevice42, Sunbird dcTrackagainst: Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrack
Two alternatives
Hyperview, NetBoxFive alternatives
Device42, NetBox, NetZoom DCIM, Schneider Electric EcoStruxure IT, SunbirdOne alternative
Device42One alternative
NetBoxGPT-6 LunaNetBox CommunityNetBox CommunityHeldHyperview, NetBoxNetBox Communityno first choiceagainst: Eaton DCPM, NetBox, Vertiv Trellis, openDCIM
One alternative
SunbirdTwo alternatives
Device42, Sunbird dcTrack + Power IQThree alternatives
Device42, Sunbird DCIM, openDCIMOne alternative
openDCIMMuse Glimmer 30BSunbird DCIM / dcTrack + Power IQDevice42ChangedNetBoxNetBoxSunbird DCIM, openDCIMagainst: Nlyte, now Carrier, Schneider Electric EcoStruxure IT
Two alternatives
Device42, HyperviewThree alternatives
ManageEngine OpManager, NetBox, openDCIMFour alternatives
Device42, Hyperview, Sunbird dcTrack / Sunbird DCIM, openDCIMTwo alternatives
RackTables, openDCIMThree alternatives
ManageEngine OpManager, NetBox, Schneider Electric EcoStruxure ITBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:42 | yes | 14 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:39 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:58 | yes | 22 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:28 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:34 | yes | 23 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:49 | yes | 17 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:17 | yes | 17 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:34 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:56 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:43 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:48 | yes | 15 | 78 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:18 | yes | 10 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:07 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:51 | yes | 13 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:56 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:56 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:51 | yes | 18 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:15 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:52 | yes | 17 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:46 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:22 | yes | 20 | 57 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:39 | yes | 20 | 90 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:40 | yes | 17 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:41 | yes | 23 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:49 | yes | 5 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:13 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:51 | yes | 24 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:16 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:23 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:02 | yes | 20 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:24 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:22 | yes | 19 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:02 | yes | 24 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:14 | yes | 21 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:36 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:00 | yes | 17 | 48 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:35 | yes | 15 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:30 | yes | 23 | 61 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:48 | yes | 10 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:47 | yes | 5 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:55 | yes | 19 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:01 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:19 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:26 | yes | 10 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:28 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:03 | yes | 19 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:18 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:47 | yes | 24 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:49 | yes | 5 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:34 | yes | 13 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:30 | yes | 16 | 152 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:46 | yes | 5 | 9 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:18 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:54 | yes | 14 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:33 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:33 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:48 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:41 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:51 | yes | 18 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:29 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:17 | yes | 16 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:14 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:47 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:44 | yes | 19 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:39 | yes | 13 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:38 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:13 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:48 | yes | 14 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:19 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:12 | yes | 7 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:24 | yes | 11 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:32 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:39 | yes | 19 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:52 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:21 | yes | 21 | 65 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:14 | yes | 10 | 22 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:55 | yes | 21 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:39 | yes | 12 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:00 | yes | 11 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:47 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:52 | yes | 11 | 22 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Motadata read as Motadata ObserveOps
Nlyte read as Nlyte DCIM
Nlyte Software read as Nlyte DCIM
Nlyte Software (Carrier) read as Nlyte DCIM
Unresolved, counted raw
APC InfraView
Brightlayer DCIM 8.x
Cadence 6SigmaDCX
Eaton DCPM
HPE OneView
Nlyte, now Carrier
Power IQ DCIM Monitoring
Raritan PX (now part of Legrand)
Schneider
Schneider Electric StruxureWare/Data Center Operation
Schneider Electric’s EcoStruxure
Sentry Software (MMDC Plugin)
Skybotics
SolarWinds DCIM
Vertiv Liebert InRow
Vertiv’s Trellis quick-start / Vertiv Environet Alert
Discontinued, still offered
No shut-down product was recommended here.