Data center infrastructure management
Asked as “DCIM tool”, and as “data center infrastructure management software”, on behalf of a mid-market B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
26%
Contested · ManageEngine OpManager 18%
26Sunbird DCIM18ManageEngine OpManager16NetBox40others
26% of first choices, contested.
Since October 2026▼−1Since October 2026: 27% → 26%, −1 point. Inside the 11-point floor: within noise.Sunbird DCIM held the lead, −1 point on 27%, inside the 11-point floor.
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.
Small business
NetBox41%Clear leader▲+12Since October 2026: 29% → 41%, +12 points. Past the 11-point floor: movement.Standing →Mid-market
Sunbird DCIM26%Contested▼−1Since October 2026: 27% → 26%, −1 point. Inside the 11-point floor: within noise.This pageEnterprise
Nlyte DCIM38%Contested↗new leaderNew leader since October 2026: Nlyte DCIM (38%) replaces Schneider Electric EcoStruxure IT (18% then, 6% now), 32 points clear, past the 11-point floor.Standing →
NetBox41%Clear leader▲+12Since October 2026: 29% → 41%, +12 points. Past the 11-point floor: movement.Standing →Mid-marketSunbird DCIM26%Contested▼−1Since October 2026: 27% → 26%, −1 point. Inside the 11-point floor: within noise.This pageEnterpriseNlyte DCIM38%Contested↗new leaderNew leader since October 2026: Nlyte DCIM (38%) replaces Schneider Electric EcoStruxure IT (18% then, 6% now), 32 points clear, past the 11-point floor.Standing →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 October 2026
01Sunbird DCIM26%7%28accepted challenger▼−1Since October 2026: 27% → 26%, −1 point. Inside the 11-point floor: within noise.27% → 26%
Sunbird DCIM26%7%28accepted challenger▼−1Since October 2026: 27% → 26%, −1 point. Inside the 11-point floor: within noise.27% → 26%02
ManageEngine OpManager18%5%20accepted challenger▲+16Since October 2026: 2% → 18%, +16 points. Past the 11-point floor: movement.2% → 18%
ManageEngine OpManager18%5%20accepted challenger▲+16Since October 2026: 2% → 18%, +16 points. Past the 11-point floor: movement.2% → 18%03NetBox16%9%33accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise.17% → 16%
NetBox16%9%33accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise.17% → 16%04openDCIM12%25%20criticized challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 11-point floor: within noise.8% → 12%
05
Device4211%6%47accepted challenger▲+1Since October 2026: 10% → 11%, +1 point. Inside the 11-point floor: within noise.10% → 11%
Device4211%6%47accepted challenger▲+1Since October 2026: 10% → 11%, +1 point. Inside the 11-point floor: within noise.10% → 11%06
Hyperview7%3%38accepted challenger▼−8Since October 2026: 15% → 7%, −8 points. Inside the 11-point floor: within noise.15% → 7%
Hyperview7%3%38accepted challenger▼−8Since October 2026: 15% → 7%, −8 points. Inside the 11-point floor: within noise.15% → 7%07Sunbird dcTrack4%20%20accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
08Nlyte DCIM2%30%40criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Nlyte DCIM2%30%40criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
13
Vertiv Trellis0%91%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Vertiv Trellis0%91%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12RackTables0%55%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11Sunbird0%27%11criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
10
FNT Command0%16%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
FNT Command0%16%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Schneider Electric EcoStruxure IT0%14%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Schneider Electric EcoStruxure IT0%14%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Sunbird DCIM vs Device42Sunbird DCIM vs HyperviewSunbird DCIM vs Sunbird dcTrackSunbird DCIM vs Nlyte DCIMManageEngine OpManager vs NetBoxManageEngine OpManager vs openDCIMManageEngine OpManager vs Device42ManageEngine OpManager vs HyperviewManageEngine OpManager vs Sunbird dcTrackManageEngine OpManager vs Nlyte DCIMNetBox vs openDCIMNetBox vs Device42NetBox vs HyperviewNetBox vs Sunbird dcTrackNetBox vs Nlyte DCIMopenDCIM vs Device42openDCIM vs HyperviewopenDCIM vs Sunbird dcTrackopenDCIM vs Nlyte DCIMDevice42 vs HyperviewDevice42 vs Sunbird dcTrackDevice42 vs Nlyte DCIMHyperview vs Sunbird dcTrackHyperview vs Nlyte DCIMSunbird dcTrack vs Nlyte DCIM
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 →
010203o04
0506S07
080910S11
R12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Sunbird DCIM26%
Sunbird DCIM26%02ManageEngine OpManager18%
ManageEngine OpManager18%03NetBox16%
NetBox16%04openDCIM12%
05Device4211%
Device4211%06Hyperview7%
Hyperview7%07Sunbird dcTrack4%
08Nlyte DCIM2%
Nlyte DCIM2%09Schneider Electric EcoStruxure IT0%
Schneider Electric EcoStruxure IT0%10FNT Command0%
FNT Command0%11Sunbird0%
12RackTables0%
13Vertiv Trellis0%
Vertiv Trellis0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Vertiv Trellis91%
10 of 11 labels negative · 9 of 14 models · 9 hard negative
“was discontinued in 2021; Vertiv's current platform software is Unify, which consolidates power, thermal, and building management systems and which Vertiv does not call DCIM” Muse Glimmer 30B, comparative prompt
Nlyte DCIM30%
12 of 40 labels negative · 9 of 14 models · 3 hard negative
“Frequently criticized as a "legacy platform" with significant security concerns” GLM 4.7 FlashX, negative prompt
RackTables
55%
6 of 11 labels negative · 6 of 14 models · 2 hard negative
“high negative share (33% negative labels) and is generally not recommended for most use cases” Mistral Small, negative prompt
openDCIM
25%
5 of 20 labels negative · 5 of 14 models · 1 hard negative
“Has multiple critical security vulnerabilities... Requires extensive security hardening before production use” GLM 4.7 FlashX, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
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. 726 links across 147 sites, every framing counted. Ranked by the number of answers carrying the site or page. 77 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Guideflow37 answers · 37 citations · 12 models
32 answers · 32 citations · 11 models
vendor site · Sunbird DCIM23 answers · 29 citations · 12 models
vendor site · Motadata23 answers · 23 citations · 9 models
21 answers · 21 citations · 8 models
21 answers · 21 citations · 10 models
vendor site · SourceForge17 answers · 27 citations · 7 models
vendor site · G217 answers · 23 citations · 8 models
15 answers · 20 citations · 9 models
publisher (Gane)15 answers · 19 citations · 9 models
14 answers · 15 citations · 9 models
14 answers · 15 citations · 10 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.
37 answers · 12 models
30 answers · 10 models
23 answers · 9 models
21 answers · 8 models
21 answers · 10 models
14 answers · 7 models
12 answers · 7 models
12 answers · 9 models
12 answers · 4 models
11 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Sunbird DCIM sunbirddcim.com | 26% | 64 | 480 | 16 | 55,643 | 46 | ||
| ManageEngine parent site ManageEngine OpManager 18% | 18% | 223 | 8,100 | 675 | ||||
| NetBox netboxlabs.com NetBox 16%, NetBox Community 2% | 18% | 148 | 9,900 | 457 | 10,496 | 5 | ||
| openDCIM opendcim.org | 12% | 91 | 210 | 0 | 213 | |||
| Device42 device42.com | 11% | 164 | 1,600 | 33 | 5,360 | 0 | ||
| Hyperview hyperviewhq.com | 7% | 105 | 880 | 73 | 1,147 | 5 | ||
| Sunbird dcTrack | 4% | 70 | 0 | |||||
| Nlyte DCIM nlyte.com | 2% | 128 | 110 | 2 | 10,182 | $40 | 103 | |
| Schneider Electric EcoStruxure IT Expert | 2% | |||||||
| dcTrack | 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 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 4.5Hyperview, Sunbird DCIMDevice42, Sunbird DCIMChangedSunbird dcTrackManageEngine OpManager, openDCIMno first choiceagainst: CyberPower, Device42, Leibert CRV iCOM, Schneider Electric
Three alternatives
Nlyte DCIM, Panduit Infrastructure Management, Vertiv CapacityFive alternatives
Device42, EcoStruxure IT Advisor, FNT Command, Hyperview, Nlyte DCIMTwo alternatives
Hyperview, NetBoxGPT-5.4 miniNlyte DCIMSchneider Electric EcoStruxure IT ExpertChangedno first choiceopenDCIMagainst: Device42, Nlyte DCIMno first choicenothing named
Three alternatives
Device42, OpManager Nexus, Sunbird DCIMOne alternative
Sunbird dcTrackTwo alternatives
DCImanager, Sunbird DCIMGemini 3.5 FlashSunbird DCIMSunbird DCIMHeldSchneider ElectricNetBoxno first choiceagainst: Aperture Data Center Manager, CA DCIM, Legacy Schneider Electric StruxureWare, Vertiv Trellis Suites
Four alternatives
Device42, Hyperview, NetBox, Schneider Electric EcoStruxure ITThree alternatives
Device42, NetBox, Schneider Electric EcoStruxure ITFive alternatives
EkkoSense, FNT Software, Hyperview, Nlyte DCIM, Sunbird DCIMSeven alternatives
Device42, ManageEngine OpManager, Nautobot, Nexus, RackTables, Schneider Electric EcoStruxure IT Expert, openDCIMPerplexity SonarHyperviewagainst: Nlyte DCIMSunbird DCIMChangedagainst: EcoStruxure IT Advisor, Nlyte DCIM, Schneider ElectricSchneider Electric EcoStruxure IT Advisoragainst: NetBox, Vertiv EnvironetNetBoxno first choiceagainst: NetBox, Schneider EcoStruxure IT, Vertiv Trellis
Three alternatives
Device42, Schneider EcoStruxure IT Advisor, Sunbird dcTrackTwo alternatives
Hyperview, NetBoxFive alternatives
Device42, FNT Command, Hyperview, Nlyte DCIM, Sunbird dcTrackTwo alternatives
Hyperview, openDCIMGrok 4.20Device42against: NetBox, Sunbird dcTrackManageEngine OpManagerChangedagainst: Nlyte DCIM, Schneider Electric EcoStruxure ITSunbirdNetBoxagainst: Device42, Hyperview, RackTables, SunbirdManageEngine OpManageragainst: CommScope, Vertivagainst: Eaton, Nlyte DCIM, Schneider Electric, Vertiv Trellis
Two alternatives
Hyperview DCIM, Schneider Electric EcoStruxure ITTwo alternatives
Device42, Sunbird DCIMFive alternatives
Device42, FNT Command, NetBox, Nlyte DCIM, Schneider Electric EcoStruxure ITOne alternative
openDCIMFour alternatives
Device42, Nlyte DCIM, Schneider Electric EcoStruxure IT Advisor, Sunbird dcTrackMistral SmallDevice42, Sunbird DCIMManageEngine OpManagerChangedno first choiceNetBox, openDCIMno first choiceagainst: Nlyte DCIM, RackTables, Sunbird DCIM, Vertiv Trellis, dcTrack, openDCIM
Two alternatives
Nlyte DCIM, netTerrain DCIMTwo alternatives
Cormant-CS, netTerrain DCIMOne alternative
HyperviewDeepSeek V4 FlashManageEngine OpManager, Sunbird DCIMSunbird DCIMChangedSchneider Electric EcoStruxure ITNetBoxno first choiceagainst: FNT Command, Nlyte DCIM, Rackwise DCIM, Schneider Electric StruxureWare / EcoStruxure, Vertiv Trellis, openDCIM
Three alternatives
Device42, NetBox, Paessler PRTGFour alternatives
Device42, Hyperview, ManageEngine OpManager, Schneider Electric EcoStruxure ITSeven alternatives
Device42, Hyperview, Nautobot, NetBox, Nlyte DCIM, Power IQ, Sunbird dcTrackTwo alternatives
Hyperview, openDCIMLlama 4 MaverickSunbird DCIMManageEngine OpManagerChangedno first choiceopenDCIMno first choiceagainst: RackTables, Sunbird dcTrack, Vertiv Trellis
Four alternatives
Device42, EcoStruxure IT, Hyperview, NetZoom DCIMThree alternatives
Device42, Sunbird DCIM, netTerrain DCIMQwen 3.7 FlashSunbird DCIMagainst: Vertiv TrellisManageEngine OpManagerChangedno first choiceNetBoxno first choiceagainst: Nlyte DCIM, RackTables, Schneider Electric EcoStruxure IT, Sunbird, openDCIM
Three alternatives
Device42, Hyperview, NetBoxThree alternatives
FNT Command, NetBox, netTerrain DCIMThree alternatives
Device42, Hyperview, openDCIMKimi K2Sunbird DCIMagainst: FNT Command, Schneider Electric, VertivDevice42, ManageEngine OpManagerChangedagainst: Nlyte DCIM, Sunbird DCIMSchneider Electric EcoStruxure ITNetBoxagainst: RackTablesno first choiceagainst: Intel, Nlyte DCIM, Schneider Electric EcoStruxure IT Advisor, VMware vSphere Foundation, Vertiv Trellis, iTRACS
Three alternatives
Device42, Hyperview, NetBoxFive alternatives
Device42, NetBox, Nlyte DCIM, Paessler PRTG, Sunbird dcTrack + Power IQTwo alternatives
Sunbird Power IQ, openDCIMGLM 4.7 FlashXDevice42, Sunbird dcTrackManageEngine OpManagerChangedno first choiceagainst: BMC Helix Operations Management, ManageEngine OpManager, Paessler PRTGNetBox, openDCIMagainst: Sunbird dcTrackno first choiceagainst: CyberPower PowerPanel Enterprise DCIM, Dataprobe iBoot PDU, FNT Command, Nlyte DCIM, Vertiv Trellis, openDCIM
Three alternatives
Hyperview, NetBox, Schneider Electric EcoStruxure ITThree alternatives
Hyperview, Nlyte DCIM, Sunbird dcTrackSix alternatives
Device42, Hyperview, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird, Vertiv EnvironetOne alternative
HyperviewMiniMax M2.5Device42, Sunbird DCIMManageEngine OpManager, Sunbird dcTrackChangedno first choiceHyperview, openDCIMno first choiceagainst: openDCIM
Two alternatives
ManageEngine OpManager, Schneider Electric EcoStruxure ITThree alternatives
Device42, Hyperview, netTerrain DCIMTwo alternatives
Device42, NetBoxGPT-6 LunaSunbird DCIMSunbird DCIMHeldno first choiceagainst: Vertiv EnvironetNetBox Communityno first choiceagainst: Eaton, Schneider EcoStruxure IT Data Center Expert
Two alternatives
NetBox, Schneider Electric EcoStruxure IT AdvisorFive alternatives
IT Advisor, Power IQ, Schneider Electric EcoStruxure IT Expert, Vertiv Environet Alert, dcTrackTwo alternatives
NetBox, SunbirdMuse Glimmer 30BSunbird DCIM, dcTrackHyperviewChangedNlyte DCIMagainst: Vertiv TrellisNetBox, openDCIMno first choiceagainst: Eaton Brightlayer DCIM, Nlyte DCIM, RackTables, Schneider Electric EcoStruxure IT, Sunbird, Sunbird dcTrack, Vertiv Trellis
Four alternatives
Device42, Hyperview, ManageEngine OpManager, Schneider Electric EcoStruxure ITFive alternatives
Device42, ManageEngine OpManager, Nlyte DCIM, OpManager, Sunbird SoftwareFour alternatives
Device42, Hyperview, Schneider Electric EcoStruxure IT, 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.
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 | 2026-11-01 10:40 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:01 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:29 | yes | 9 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:52 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:09 | yes | 5 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:06 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:42 | yes | 20 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:33 | yes | 6 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:16 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:55 | yes | 9 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:28 | yes | 24 | 86 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:38 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:32 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:03 | yes | 11 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:02 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:05 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:47 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:54 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:15 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:01 | yes | 25 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:14 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:34 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:40 | yes | 10 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:58 | yes | 17 | 74 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:17 | yes | 9 | 39 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:55 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:17 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:36 | yes | 6 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:15 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 5 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:27 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:16 | yes | 14 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:33 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:51 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:49 | yes | 5 | 14 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:28 | yes | 21 | 148 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:14 | yes | 10 | 50 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:30 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:27 | yes | 12 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:35 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:23 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:54 | yes | 6 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:19 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:17 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:09 | yes | 5 | 28 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:16 | yes | 18 | 40 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:41 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:55 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:34 | yes | 20 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:42 | yes | 14 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:44 | yes | 5 | 79 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:53 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:51 | yes | 11 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:12 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:16 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:11 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:46 | yes | 14 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:30 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:24 | yes | 20 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:34 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:05 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:50 | yes | 10 | 17 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:57 | yes | 24 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:22 | no | 0 | 92 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:22 | yes | 2 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:33 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:36 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:18 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:04 | yes | 6 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 18:33 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:41 | yes | 13 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:10 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:57 | yes | 23 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:19 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:00 | yes | 10 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:51 | yes | 22 | 72 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 24 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:58 | yes | 9 | 58 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:12 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:22 | yes | 15 | 26 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Cormant read as Cormant-CS
Eaton Brightlayer read as Eaton Brightlayer DCIM
FNT read as FNT Command
Nlyte read as Nlyte DCIM
Nlyte (a Carrier company) read as Nlyte DCIM
Nlyte Software read as Nlyte DCIM
Nlyte Software (by Nlyte) read as Nlyte DCIM
Unresolved, counted raw
ASG-PRO/JCL
Aperture Data Center Manager
Brightlayer DCIM 8.1
CommScope
CyberPower
CyberPower PowerPanel Enterprise DCIM
DCImanager
Dataprobe iBoot PDU
Geist
IT Advisor
Intel
Johnson Controls
Legacy Schneider Electric StruxureWare (DCE / DCO on-premises)
Leibert CRV iCOM
Nutanix Central
Panduit Infrastructure Management
Rackwise (by Infranet)
Schneider EcoStruxure IT Advisor
Schneider EcoStruxure IT Data Center Expert
Schneider Electric StruxureWare / EcoStruxure
Schneider StruxureWare
Sunbird Power IQ
Vertiv Capacity
Vertiv Trel
Vertiv Trellis Suites
iTRACS (now CommScope)
Discontinued, still offered
No shut-down product was recommended here.