Data center infrastructure management
Asked as “DCIM tool”, and as “data center infrastructure management software”, on behalf of a mid-market B2B company. 52 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
27%
Contested · NetBox 17%
27Sunbird DCIM17NetBox15Hyperview40others
27% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the two products at 0%, ordered by negative rate
08
Schneider Electric EcoStruxure IT0%20%25accepted challengernewNew since September 2026: not ranked then, 0% now.
Schneider Electric EcoStruxure IT0%20%25accepted challengernewNew since September 2026: not ranked then, 0% now.The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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 →
01
02
03
04o05
S06
S07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Sunbird DCIM27%
Sunbird DCIM27%02NetBox17%
NetBox17%03Hyperview15%
Hyperview15%04Device4210%
Device4210%05openDCIM8%
06Sunbird dcTrack4%
07Sunbird4%
08Schneider Electric EcoStruxure IT0%
Schneider Electric EcoStruxure IT0%09Nlyte DCIM0%
Nlyte DCIM0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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 DCIM25%
8 of 32 labels negative · 6 of 14 models · 1 hard negative
“avoid legacy platforms (like *Nlyte* or *FNT Command*)” Gemini 3.5 Flash, direct prompt
Vertiv Trellis62%
5 of 8 labels negative · 5 of 14 models · 4 hard negative
“Vertiv's current U.S. product page marks Trellis Monitoring Management as discontinued.” GPT-6 Luna, comparative prompt
openDCIM
22%
5 of 23 labels negative · 5 of 14 models · 1 hard negative
“Best for simple inventory tracking only — not for serious production-grade DCIM needs.” DeepSeek V4 Flash, negative prompt
Schneider Electric EcoStruxure IT20%
5 of 25 labels negative · 5 of 14 models
“often quoted in the six-figure range for mid-size deployments and best suited for shops heavily invested in Schneider/APC gear; otherwise, implementation quality can vary significantly” GLM 4.7 FlashX, 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
75 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. 1006 links across 183 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.
vendor site · Motadata45 answers · 46 citations · 11 models
45 answers · 45 citations · 10 models
vendor site · Virima42 answers · 45 citations · 12 models
32 answers · 45 citations · 10 models
vendor site · G230 answers · 51 citations · 12 models
vendor site · Sunbird DCIM25 answers · 42 citations · 12 models
25 answers · 28 citations · 11 models
vendor site · Gitnux23 answers · 31 citations · 9 models
21 answers · 26 citations · 10 models
20 answers · 20 citations · 8 models
vendor site · Device4217 answers · 24 citations · 11 models
17 answers · 17 citations · 11 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.
45 answers · 10 models
45 answers · 11 models
41 answers · 12 models
20 answers · 8 models
17 answers · 11 models
17 answers · 10 models
16 answers · 8 models
16 answers · 8 models
16 answers · 8 models
15 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 |
|---|---|---|---|---|---|---|---|
| Sunbird DCIM sunbirddcim.com | 27% | 65 | 480 | 16 | 55,643 | 46 | |
| Hyperview hyperviewhq.com Hyperview 15%, Hyperview DCIM 4% | 19% | 79 | 880 | 73 | 1,147 | 5 | |
| NetBox netboxlabs.com NetBox 17%, NetBox Community 2% | 19% | 128 | 9,900 | 457 | 10,496 | 5 | |
| Device42 device42.com | 10% | 118 | 1,600 | 33 | 5,360 | 0 | |
| openDCIM opendcim.org | 8% | 77 | 210 | 0 | 213 | ||
| Sunbird dcTrack | 4% | 70 | 0 | ||||
| Sunbird | 4% | 8,100 | 2,558 | ||||
| Sunbird Software | 4% | ||||||
| Sunbird DCIM / dcTrack + Power IQ | 2% | ||||||
| Sunbird dcTrack + Power IQ | 2% |
Google's top ten for the three searches hold 16 sites; 2 of them are among the sites the models cited here (g2.com, getguru.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 mid-market B2B company?”Paraphrase“Which data center infrastructure management software would you recommend to a mid-sized B2B company?”Comparative“What are the top DCIM tools and how do they differ?”Budget-constrained“What is the best DCIM tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a DCIM tool. What should we look at?”Negative“Which DCIM tools should I avoid or be cautious about?”
Claude Haiku 4.5Sunbird DCIMHyperview, Sunbird DCIMChangedagainst: Nlyte DCIM, Schneider EcoStruxure ITno first choiceagainst: NetBox, RackTables, openDCIMNetBox, openDCIMagainst: Sunbird DCIMno first choiceagainst: Device42, ManageEngine OpManager, Nlyte DCIM, Schneider Electric EcoStruxure IT
Two alternatives
Hyperview, Nlyte DCIMOne alternative
Device42Two alternatives
RackTables, Schneider Electric EcoStruxure ITGPT-5.4 miniSunbird DCIMSunbird DCIMHeldNlyte DCIM, Sunbird DCIMHyperview DCIMno first choiceagainst: Vertiv
Two alternatives
Nlyte DCIM, VertivThree alternatives
Nlyte DCIM, Schneider Electric EcoStruxure IT, VertivThree alternatives
Device42, Panduit SmartZone Cloud, Schneider Electric EcoStruxure ITOne alternative
Sunbird DCIMGemini 3.5 FlashSunbird Softwareagainst: FNT Command, Nlyte DCIMSunbirdChangedSchneider Electric EcoStruxure ITNetBoxDevice42, Sunbird DCIMagainst: CA DCIM, Concurrent Thinking, FieldView DCIM, Intel Data Center Manager, Noclayer, RackTables, Vertiv Trellis, openDCIM
Three alternatives
Device42, Hyperview, Schneider ElectricThree alternatives
Hyperview, NetBox, Schneider Electric EcoStruxure ITSix alternatives
Device42, EkkoSense, Nautobot, NetBox, Nlyte DCIM, Sunbird DCIMFive alternatives
Device42, Hyperview, RackTables, Schneider Electric EcoStruxure IT, openDCIMTwo alternatives
Hyperview, NetBoxPerplexity SonarHyperviewDevice42ChangedSunbird dcTrackopenDCIMno first choiceagainst: Schneider EcoStruxure, Sunbird
Three alternatives
Device42, NetBox, Sunbird DCIMFour alternatives
ManageEngine OpManager, OpManager Nexus, Schneider Electric EcoStruxure IT, Sunbird DCIMFour alternatives
ABB, Device42, Nlyte DCIM, Schneider Electric EcoStruxure ITTwo alternatives
NetBox Labs, Sunbird dcTrackGrok 4.1 FastSunbird DCIMagainst: Schneider EcoStruxure ITSunbird DCIMHeldagainst: Nlyte DCIM, Schneider Electric EcoStruxure ITSunbird dcTrackagainst: ManageEngine OpManager, Motadata ObserveOps, Paessler PRTGNetBoxagainst: Sunbird dcTrackSunbird DCIMagainst: Siemens Navigator/Datacenter Clarityagainst: Modius OpenData, Vertiv Aperture, Vertiv Trellis, openDCIM
Two alternatives
Device42, Hyperview DCIMOne alternative
Device42Six alternatives
Device42, NetBox, Nlyte DCIM, Schneider Electric EcoStruxure IT, Siemens Data Center Clarity LC, Vertiv TrellisOne alternative
openDCIMFour alternatives
Device42, Motadata Observe, NetBox, openDCIMMistral SmallHyperviewSunbird DCIMChangedFNT Command, Siemens Datacenter Clarity LCNetBoxno first choicenothing named
Two alternatives
Device42, Sunbird DCIMTwo alternatives
EcoStruxure IT Expert, netTerrain DCIMTwo alternatives
Motadata ObserveOps, NetBoxTwo alternatives
RackTables, openDCIMDeepSeek V4 FlashSunbird DCIMSunbird DCIMHeldagainst: NetBoxSunbird dcTrackNetBoxagainst: Device42Sunbird DCIMagainst: Nlyte DCIMagainst: Nlyte DCIM, RackTables, Ralph, Schneider Electric EcoStruxure IT, openDCIM
Two alternatives
Device42, Hyperview DCIMTwo alternatives
Device42, HyperviewSix alternatives
Device42, FNT Command, Hyperview, NetBox, Nlyte DCIM, Schneider Electric EcoStruxure ITTwo alternatives
Sunbird dcTrack, openDCIMFour alternatives
Device42, Hyperview, NetZoom, Schneider EcoStruxure ITLlama 4 MaverickHyperviewno first choiceChangedno first choiceNetBoxno first choicenothing named
Two alternatives
Device42, Sunbird DCIMQwen 3.7 FlashDevice42ManageEngine OpManager, Sunbird SoftwareChangedSchneider Electric, VertivNetBoxno first choiceagainst: IBM, Tripp Liteagainst: APC InfraStruXure Center, BMC Helix, Broadcom Layer7 API Gateway, IBM Netcool / Omron, Nlyte DCIM, SunGard DCIM, Zabbix
Three alternatives
Hyperview DCIM, Nlyte DCIM, Sunbird DCIMTwo alternatives
Device42, Nlyte DCIMThree alternatives
Device42, NETBOX.io, Nlyte DCIMThree alternatives
CloudDCIM, RackTables, ZabbixKimi K2Hyperview DCIMHyperviewChangedSunbird dcTrackHyperview, NetBoxagainst: RackTablesHyperviewagainst: Vertiv Trellis
Three alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird DCIMThree alternatives
Device42, NetBox, Sunbird DCIMSix alternatives
Device42, FNT Command, Hyperview, NetBox, Nlyte DCIM, Schneider Electric EcoStruxure ITTwo alternatives
Sunbird DCIM, openDCIMTwo alternatives
Device42, Sunbird dcTrackGLM 4.7 FlashXSunbird dcTrackHyperviewChangedSunbird dcTrackopenDCIMagainst: Vertiv DCIMno first choiceagainst: ManageEngine OpManager Nexus, Schneider Electric EcoStruxure IT
Two alternatives
Device42, Schneider Electric EcoStruxure ITThree alternatives
NetBox, Sunbird, openDCIMFour alternatives
IBM Maximo, IBM TRIRIGA, SolarWinds Network Performance Monitor, openDCIMFour alternatives
ManageEngine OpManager Nexus, NetBox, RackMonkey, Sunbird dcTrackMiniMax M2.5Device42, Sunbird DCIMDevice42Changedno first choiceopenDCIMno first choiceagainst: Modius OpenData, Nlyte DCIM, Ralph, Schneider Electric StruxureWare/StruxureWare for Data Center, Sunbird
One alternative
Schneider Electric EcoStruxure ITThree alternatives
FNT Command, Nlyte DCIM, Sunbird DCIMTwo alternatives
ColdAisle, Global Site ManagementGPT-6 LunaSunbird dcTrackSunbird DCIMChangedno first choiceagainst: Vertiv TrellisNetBox Communityno first choiceagainst: DCPM 7.0–7.2, Eaton legacy products and versions, Schneider StruxureWare Data Center Expert 7.x, openDCIM
Two alternatives
Nlyte DCIM, Schneider EcoStruxure IT ExpertTwo alternatives
Schneider Electric EcoStruxure IT, Vertiv Environet AlertOne alternative
openDCIMMuse Glimmer 30BSunbird DCIM / dcTrack + Power IQSunbirdChangedSchneider Electric EcoStruxure IT, Sunbird dcTrackagainst: Vertiv TrellisNetBoxSunbird dcTrack + Power IQagainst: Nlyte – now Carrier Global, Schneider Electric EcoStruxure IT, VMware vSphere Foundation
Two alternatives
Device42, HyperviewThree alternatives
Device42, Hyperview, NetBoxThree alternatives
Device42, FNT Command, Nlyte – now Carrier GlobalTwo alternatives
RackTables, openDCIMOne alternative
NetBoxBold 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 23:35 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:14 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:41 | yes | 12 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:55 | yes | 26 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:06 | yes | 21 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:35 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:54 | yes | 19 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:20 | yes | 6 | 5 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:29 | yes | 9 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:15 | yes | 14 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:07 | yes | 22 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:17 | yes | 9 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:02 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:53 | yes | 12 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:12 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:17 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:27 | yes | 6 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:53 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:06 | yes | 23 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:54 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:01 | yes | 20 | 56 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:43 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:44 | yes | 10 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:53 | yes | 20 | 40 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 15 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:40 | yes | 14 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:03 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:06 | yes | 12 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:55 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:21 | yes | 7 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:28 | yes | 17 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:53 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:38 | yes | 20 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:58 | yes | 19 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:29 | yes | 22 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:41 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:47 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:03 | yes | 14 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:30 | yes | 25 | 97 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:24 | yes | 7 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:46 | yes | 9 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:18 | yes | 22 | 45 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:43 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:16 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:43 | yes | 16 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:05 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:34 | yes | 17 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:02 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:20 | yes | 22 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:48 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:30 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:24 | yes | 13 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:38 | yes | 19 | 47 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:48 | yes | 8 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:15 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:18 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:21 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:31 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:41 | yes | 9 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:57 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:06 | yes | 18 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:02 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:59 | yes | 21 | 57 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:42 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:42 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:49 | yes | 16 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:59 | no | 0 | 20 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:53 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:45 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:13 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:32 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:15 | yes | 16 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:50 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:56 | yes | 17 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:25 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:14 | yes | 23 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:23 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:04 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:09 | yes | 21 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:29 | yes | 22 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:23 | yes | 21 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:22 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:49 | yes | 24 | 29 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 (Schneider Electric) read as Nlyte DCIM
Nlyte Software read as Nlyte DCIM
Nlyte Software (by Carrier) read as Nlyte DCIM
Unresolved, counted raw
APC InfraStruXure Center
Brightlayer DCIM 8.1
CloudDCIM
ColdAisle
Concurrent Thinking
DCPM 7.0–7.2
Danbyte
Dell EMC OMEN
Eaton
Eaton Brightlayer Data Centers
Eaton legacy products and versions
EcoStruxure IT Data Center Expert
FieldView DCIM
Geist DCIM
Global Site Management
Graphical Networks netTerrain DCIM
IBM Netcool / Omron
IBM TRIRIGA
Intel Data Center Manager (Intel DCM - Legacy Branded)
Motadata Observe
NETBOX.io
Schneider Electric StruxureWare/StruxureWare for Data Center
Schneider StruxureWare Data Center Expert 7.x
Siemens Data Center Clarity LC
Siemens Navigator/Datacenter Clarity
SolarWinds DCIM / Monitoring
Spiceworks Zero-Based Monitoring (ZBM)
SunGard DCIM
Tripp Lite
Vertiv Environet Alert
Vertiv Liebert
iTRACS
iVenues
Discontinued, still offered
No shut-down product was recommended here.