Data center infrastructure management for enterprise buyers
Asked as “DCIM tool”, and as “data center infrastructure management software”, on behalf of an enterprise B2B company. 51 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
18%
Contested · Sunbird dcTrack 18%
18Schneider Electric EcoStruxure IT18Sunbird dcTrack16Nlyte DCIM49others
18% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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.
For buyers
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 →
01S02
03
04S05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Schneider Electric EcoStruxure IT18%
Schneider Electric EcoStruxure IT18%02Sunbird dcTrack18%
03Nlyte DCIM16%
Nlyte DCIM16%04Sunbird DCIM10%
Sunbird DCIM10%05Sunbird8%
06Device424%
Device424%07FNT Command2%
FNT Command2%08Vertiv Trellis2%
Vertiv Trellis2%09Hyperview0%
Hyperview0%10NetBox0%
NetBox0%What they warned about
One 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, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
openDCIM
78%
7 of 9 labels negative · 7 of 14 models · 3 hard negative
“relying on a fully open-source platform like **OpenDCIM** for a large enterprise operation carries high risks” Qwen 3.7 Flash, negative prompt
Nlyte DCIM17%
9 of 53 labels negative · 7 of 14 models
“Nlyte remains a leader in enterprise-class DCIM. However, Carrier is a heating, ventilation, air conditioning (HVAC), and building management giant.” Gemini 3.5 Flash, negative prompt
Vertiv Trellis43%
9 of 21 labels negative · 6 of 14 models · 9 hard negative
“Vertiv discontinued the platform; reported support for existing contracts ended in **2023**... that makes it a poor choice for a new enterprise deployment.” GPT-6 Luna, negative prompt
Hyperview28%
5 of 18 labels negative · 5 of 14 models
“While cloud-native DCIM tools (e.g., Hyperview) can be fast to deploy and cost-effective for mid-market or edge sites, large enterprises ... often require on-premises or hybrid solutions” Mistral Small, 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
78 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. 1086 links across 205 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 · Motadata43 answers · 43 citations · 11 models
43 answers · 43 citations · 12 models
vendor site · Virima40 answers · 40 citations · 12 models
38 answers · 38 citations · 11 models
vendor site · Gitnux35 answers · 56 citations · 11 models
vendor site · Sunbird DCIM30 answers · 55 citations · 11 models
28 answers · 40 citations · 11 models
28 answers · 28 citations · 10 models
vendor site · G226 answers · 34 citations · 12 models
24 answers · 26 citations · 11 models
23 answers · 30 citations · 9 models
19 answers · 31 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.
43 answers · 11 models
43 answers · 12 models
38 answers · 11 models
38 answers · 12 models
28 answers · 10 models
24 answers · 11 models
22 answers · 10 models
19 answers · 9 models
19 answers · 9 models
18 answers · 7 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 | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| Schneider Electric EcoStruxure IT schneider-electric.com | 18% | 81 | 20 | 17 | 11,715 | ||
| Sunbird dcTrack | 18% | 70 | 0 | ||||
| Nlyte DCIM nlyte.com | 16% | 96 | 110 | 2 | 10,182 | $40 | 103 |
| Sunbird DCIM sunbirddcim.com | 10% | 65 | 480 | 16 | 55,643 | 46 | |
| Sunbird | 8% | 8,100 | 2,558 | ||||
| Device42 device42.com | 4% | 118 | 1,600 | 33 | 5,360 | 0 | |
| Sunbird dcTrack + Power IQ | 4% | ||||||
| FNT Command fntsoftware.com | 2% | 26 | 20 | 2 | 1,159 | 20 | |
| ManageEngine parent site ManageEngine OpManager 2% | 2% | 178 | 8,100 | 675 | |||
| Sunbird Software | 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 an enterprise B2B company?”Paraphrase“Which data center infrastructure management software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade DCIM tools and how do they differ?”Budget-constrained“What is the best DCIM tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a DCIM tool. What should we look at?”Negative“Which DCIM tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Nlyte DCIM, Sunbird dcTrackno first choiceChangedSchneider Electric EcoStruxure ITFNT Commandno first choiceagainst: Nlyte DCIM, Schneider Electric EcoStruxure IT
One alternative
Schneider Electric EcoStruxure ITFive alternatives
Device42, FNT Command, Nlyte DCIM, Sunbird DCIM, Vertiv TrellisTwo alternatives
Nlyte DCIM, Sunbird DCIMGPT-5.4 miniDevice42, Sunbird DCIMSunbird dcTrack / Sunbird DCIMChangedNlyte DCIMNlyte DCIMno first choicenothing named
Three alternatives
Nlyte DCIM, Schneider Electric EcoStruxure IT, VertivTwo alternatives
Schneider Electric EcoStruxure IT Advisor, Vertiv DCIMFour alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird dcTrack, Vertiv EnvironetOne alternative
Vertiv Trellis Quick Start / EnterpriseGemini 3.5 FlashSunbird Softwareagainst: Vertiv TrellisSchneider Electric EcoStruxure ITChangedSchneider Electric EcoStruxure ITSunbird DCIMSunbirdagainst: CA Technologies DCIM, Device42, Eaton Brightlayer, Nlyte DCIM, RackMonkey, RackTables, Schneider Electric EcoStruxure IT, Vertiv Trellis, openDCIM
Four alternatives
Device42, FNT Software, Nlyte DCIM, Schneider Electric EcoStruxure ITThree alternatives
FNT Command, Nlyte DCIM, Sunbird DCIMFive alternatives
EkkoSense, FNT Command, Hyperview, Nlyte DCIM, Sunbird DCIMThree alternatives
Cormant-CS DCIM, Device42, HyperviewFour alternatives
Device42, EcoStruxure, Hyperview, Nlyte DCIMPerplexity SonarSchneider Electric EcoStruxure ITNlyte DCIM, Sunbird dcTrackChangedagainst: RackTablesSunbird dcTrackSunbird dcTrackno first choiceagainst: Hyperview, ManageEngine OpManager, Vertiv Environet, openDCIM
Two alternatives
Nlyte DCIM, Sunbird dcTrackOne alternative
Cormant-CSFour alternatives
Device42, EkkoSense, Nlyte DCIM, Schneider Electric EcoStruxure ITGrok 4.1 FastSchneider Electric EcoStruxure ITEcoStruxure ITChangedagainst: NetBoxno first choiceSunbird dcTrackagainst: Hyperview, NetBox, Nlyte/Carrier, Schneider EcoStruxure IT, VertivNlyte DCIMagainst: FNT Command, Nlyte DCIM, Schneider EcoStruxure IT, Sunbird DCIM, Vertiv Trellis, openDCIM
Three alternatives
EkkoSense, Nlyte DCIM, Sunbird dcTrackThree alternatives
Nlyte DCIM, Sunbird dcTrack, Vertiv TrellisFour alternatives
Device42, FNT Command, Schneider Electric EcoStruxure IT, Sunbird DCIMMistral SmallManageEngine OpManager, Schneider Electric EcoStruxure ITSchneider Electric EcoStruxure ITChangedSiemens Datacenter Clarity LCSunbirdno first choiceagainst: Hyperview, NetBox, Schneider EcoStruxure IT, openDCIM
Three alternatives
Nlyte DCIM, Sunbird DCIM, Vertiv TrellisOne alternative
OpManager NexusTwo alternatives
FNT Command, Vertiv TrellisDeepSeek V4 FlashSunbird dcTrackagainst: NetBoxNlyte DCIMChangedNlyte DCIM, Sunbirdagainst: Environet, Vertiv's Trellis DCIMSunbird DCIMagainst: Hyperview, Nlyte DCIM, Schneider EcoStruxure IT, Siemens Datacenter Clarity LCno first choiceagainst: Legacy APC StruxureWare models, Nlyte DCIM, Schneider EcoStruxure IT, Sunbird dcTrack, Vertiv Trellis
Three alternatives
Device42, Nlyte DCIM, Schneider Electric EcoStruxure ITFive alternatives
Device42, Environet, Schneider Electric EcoStruxure IT, Sunbird dcTrack, Vertiv TrellisThree alternatives
Device42, NetBox, Siemens Datacenter Clarity LCFive alternatives
Device42, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird, VertivLlama 4 MaverickNlyte DCIMno first choiceChangedno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashSolarWinds NlyteDevice42, Sunbird SystemsChangedFNT Commandagainst: Vertiv TrellisDatamaster, Netbotrics / Nlyteno first choiceagainst: System Center, VMware vCenter, openDCIM
Three alternatives
Schneider Electric EcoStruxure IT Advisor, Sunbird DCIM, VertivThree alternatives
NetBox, Nlyte DCIM, Skancom DivaFive alternatives
Aravolta, Hyperview, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrackOne alternative
SunbirdKimi K2Sunbird dcTrackNlyte DCIM, Sunbird dcTrackChangedSchneider Electric EcoStruxure ITagainst: Vertiv TrellisSunbird DCIMagainst: Nlyte DCIMNlyte DCIM, Schneider EcoStruxure IT, Sunbird dcTrackagainst: CA DCIM, Device42, Nlyte DCIM, Vertiv Aperture, Vertiv Trellis
Three alternatives
FNT Command, Nlyte DCIM, Schneider Electric EcoStruxure ITTwo alternatives
Schneider Electric EcoStruxure IT, ServiceNow Data Center Service ManagementFive alternatives
Device42, FNT Command, Nlyte DCIM, Siemens Datacenter Clarity LC, Sunbird DCIMOne alternative
Cormant DCIMGLM 4.7 FlashXSchneider Electric EcoStruxure ITRackwise DCIMChangedSchneider Electric EcoStruxure ITSunbirdagainst: Nlyte DCIM, Schneider EcoStruxure ITno first choiceagainst: openDCIM
Two alternatives
Nlyte DCIM, Sunbird dcTrackFour alternatives
ManageEngine OpManager, Nlyte DCIM, Schneider Electric EcoStruxure IT Expert, Siemens Datacenter Clarity LCFour alternatives
IBM (formerly Micro Focus CA) DCIM, Rackwise DCiM X, SolarWinds, VertivMiniMax M2.5Vertiv TrellisSchneider Electric EcoStruxure ITChangedSchneider Electric EcoStruxure ITSunbirdagainst: NetBox, Nlyte DCIM, Schneider Electric EcoStruxure ITno first choicenothing named
Four alternatives
IBM Maximo, Nlyte DCIM, Schneider Electric EcoStruxure IT, SunbirdThree alternatives
ManageEngine OpManager, Nlyte DCIM, Vertiv TrellisFour alternatives
Nlyte DCIM, Siemens Datacenter Clarity LC, Sunbird Software, Vertiv EnvironetTwo alternatives
Cormant, HyperviewGPT-6 LunaSunbird dcTrack + Power IQagainst: Vertiv TrellisSunbird dcTrackChangedNlyte DCIM, Sunbird DCIMSunbird DCIMno first choiceagainst: Aperture, EcoStruxure IT Expert, NetBox, Vertiv Trellis
Two alternatives
Cormant DCIM, Schneider Electric EcoStruxure ITTwo alternatives
Nlyte DCIM, Schneider Electric EcoStruxure ITFour alternatives
Device42, FNT Command, Schneider Electric EcoStruxure IT, Vertiv EnvironetOne alternative
NetBoxMuse Glimmer 30BSchneider Electric EcoStruxure ITSchneider Electric EcoStruxure ITHeldSchneider Electric EcoStruxure ITSunbird dcTrack + Power IQno first choiceagainst: Hyperview, Sunbird dcTrack, openDCIM
Two alternatives
Nlyte – now Carrier Global, Vertiv TrellisTwo alternatives
Nlyte DCIM, Sunbird dcTrackThree alternatives
Hyperview, Nlyte – now Carrier Global, Sunbird dcTrackOne alternative
HyperviewBold 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 22:26 | yes | 14 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:44 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:21 | yes | 13 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:22 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:13 | yes | 20 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:33 | yes | 18 | 13 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:40 | yes | 21 | 44 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:15 | yes | 5 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:20 | yes | 9 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:53 | yes | 22 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:29 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:32 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:16 | yes | 22 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:58 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:26 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:26 | yes | 29 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:41 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:06 | yes | 19 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:03 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 23 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:13 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 15 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:06 | yes | 9 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:18 | yes | 10 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:16 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:25 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:58 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:48 | yes | 4 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:15 | yes | 16 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:59 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:27 | yes | 21 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:21 | yes | 14 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:30 | yes | 24 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:38 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:41 | yes | 16 | 49 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:25 | yes | 22 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:54 | yes | 23 | 64 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:31 | yes | 16 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:27 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:42 | yes | 22 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:35 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:58 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | yes | 11 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:49 | yes | 16 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:04 | yes | 19 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:26 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:20 | yes | 15 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:00 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:13 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:53 | yes | 19 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:49 | yes | 17 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:22 | yes | 18 | 88 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:51 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:02 | yes | 11 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:29 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:10 | yes | 17 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:01 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:23 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:58 | no | 0 | 12 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:22 | yes | 20 | 60 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:42 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:58 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:43 | yes | 22 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:46 | yes | 22 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:58 | yes | 10 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:02 | yes | 5 | 29 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:50 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:43 | yes | 17 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:24 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:14 | yes | 17 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:54 | yes | 17 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:57 | yes | 23 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:41 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:44 | yes | 21 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:02 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:46 | yes | 8 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:24 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 21 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:47 | yes | 20 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:30 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:02 | yes | 17 | 30 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 (Carrier) read as Nlyte DCIM
Nlyte (by Carrier Global) read as Nlyte DCIM
Nlyte (now Carrier Global) read as Nlyte DCIM
Nlyte (now part of Carrier Global) read as Nlyte DCIM
Nlyte Software read as Nlyte DCIM
Nlyte Software (Carrier Global) read as Nlyte DCIM
Nlyte Software (by Carrier) read as Nlyte DCIM
Unresolved, counted raw
Aperture
Atlassian Data Center
BMC AMI Ops
CA Technologies DCIM
Cisco Intersight
Cormant-CS DCIM (by BGIS)
Cotocus DCIM
Datamaster
Device42, A Freshworks Company
EcoStruxure
IBM (formerly Micro Focus CA) DCIM
Legacy APC StruxureWare models
Netbotrics / Nlyte (now part of Vertiv)
Power IQ
Rackwise DCiM X
Schneider Electric's EcoStruxure IT
Schneider’s EcoStruxure IT
ServiceNow Data Center Service Management (via Tier44)
Siemens Datacenter Clarity
Skancom Diva
SolarWinds Nlyte
Sunbird Systems
System Center
Vertiv Liebert IntelliSlate
Vertiv Trellis Quick Start / Enterprise
Vertiv's Trellis DCIM
iCOM-S
Discontinued, still offered
No shut-down product was recommended here.