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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
38%
Contested · Sunbird DCIM 17%
38Nlyte DCIM17Sunbird DCIM17Sunbird dcTrack27others
38% of first choices, contested.
Since October 2026↗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.Nlyte DCIM leads at 38%, replacing Schneider Electric EcoStruxure IT, which led at 18% and stands at 6% now: 32 points clear, past the 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.Standing →Enterprise
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.This page
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.Standing →EnterpriseNlyte 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.This pageThe 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 rateLabelsQuadrantSince October 2026
01Nlyte DCIM38%14%65endorsed leader▲+22Since October 2026: 16% → 38%, +22 points. Past the 11-point floor: movement.16% → 38%
Nlyte DCIM38%14%65endorsed leader▲+22Since October 2026: 16% → 38%, +22 points. Past the 11-point floor: movement.16% → 38%02Sunbird dcTrack17%0%32accepted challenger▼−1Since October 2026: 18% → 17%, −1 point. Inside the 11-point floor: within noise.18% → 17%
03Sunbird DCIM17%0%21accepted challenger▲+7Since October 2026: 10% → 17%, +7 points. Inside the 11-point floor: within noise.10% → 17%
Sunbird DCIM17%0%21accepted challenger▲+7Since October 2026: 10% → 17%, +7 points. Inside the 11-point floor: within noise.10% → 17%04
Schneider Electric EcoStruxure IT6%10%42accepted challenger▼−12Since October 2026: 18% → 6%, −12 points. Past the 11-point floor: movement.18% → 6%
Schneider Electric EcoStruxure IT6%10%42accepted challenger▼−12Since October 2026: 18% → 6%, −12 points. Past the 11-point floor: movement.18% → 6%05
Hyperview6%21%28accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Hyperview6%21%28accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%06
Device424%12%42accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Device424%12%42accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%Show the four products at 0%, ordered by negative rate
09openDCIM0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10
Vertiv Trellis0%75%20criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Vertiv Trellis0%75%20criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08Vertiv0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
07
FNT Command0%6%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
FNT Command0%6%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01S02
0304050607V08
o09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Nlyte DCIM38%
Nlyte DCIM38%02Sunbird dcTrack17%
03Sunbird DCIM17%
Sunbird DCIM17%04Schneider Electric EcoStruxure IT6%
Schneider Electric EcoStruxure IT6%05Hyperview6%
Hyperview6%06Device424%
Device424%07FNT Command0%
FNT Command0%08Vertiv0%
09openDCIM0%
10Vertiv Trellis0%
Vertiv Trellis0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
Vertiv Trellis75%
15 of 20 labels negative · 11 of 14 models · 13 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
openDCIM
90%
9 of 10 labels negative · 9 of 14 models · 5 hard negative
“relying on a fully open-source platform like OpenDCIM for a large enterprise operation carries high risks” Muse Glimmer 30B, negative prompt
Nlyte DCIM14%
9 of 65 labels negative · 6 of 14 models · 2 hard negative
“Legacy or Outdated Platforms (e.g., Nlyte DCIM, FNT Command Platform)... avoid if your environment involves AI workloads, multi-cloud, or strict ESG reporting” Grok 4.20, negative prompt
Device4212%
5 of 42 labels negative · 5 of 14 models
“Device42 is strong for discovery and dependency mapping, but it may not provide the same depth of physical rack, power, cooling, and facility-capacity management” Perplexity Sonar, 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
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. 856 links across 184 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 · Guideflow41 answers · 41 citations · 12 models
vendor site · G237 answers · 41 citations · 10 models
vendor site · Sunbird DCIM35 answers · 50 citations · 12 models
31 answers · 31 citations · 10 models
publisher (Gane)27 answers · 28 citations · 10 models
25 answers · 27 citations · 11 models
18 answers · 18 citations · 9 models
17 answers · 17 citations · 8 models
16 answers · 16 citations · 9 models
15 answers · 16 citations · 11 models
vendor site · Motadata14 answers · 14 citations · 7 models
vendor site · Nlyte13 answers · 15 citations · 8 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.
41 answers · 12 models
36 answers · 10 models
28 answers · 9 models
26 answers · 9 models
20 answers · 8 models
18 answers · 9 models
18 answers · 9 models
17 answers · 8 models
16 answers · 9 models
15 answers · 11 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 |
|---|---|---|---|---|---|---|---|---|
| Nlyte DCIM nlyte.com | 38% | 128 | 110 | 2 | 10,182 | $40 | 103 | |
| Sunbird dcTrack | 17% | 70 | 0 | |||||
| Sunbird DCIM sunbirddcim.com | 17% | 64 | 480 | 16 | 55,643 | 46 | ||
| Schneider Electric EcoStruxure IT schneider-electric.com | 6% | 75 | 20 | 17 | 11,715 | |||
| Hyperview hyperviewhq.com | 6% | 105 | 880 | 73 | 1,147 | 5 | ||
| Schneider Electric | 6% | |||||||
| Device42 device42.com | 4% | 164 | 1,600 | 33 | 5,360 | 0 | ||
| Cormant-CS cormant.com | 2% | 14 | ||||||
| Sunbird dcTrack + Power IQ | 2% | |||||||
| Sunbird dcTrack / Sunbird DCIM | 2% |
Google's top ten for the three searches hold 16 sites; 2 of them are among the sites the models cited here (bestdevops.com, 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 4.5no first choiceno first choiceHeldSchneider Electric EcoStruxure ITSunbird DCIMagainst: Schneider EcoStruxure ITno first choiceagainst: Vertiv Trellis, openDCIM
Four alternatives
Device42, Hyperview, Nlyte DCIM, Sunbird DCIMTwo alternatives
Hyperview, Nlyte DCIMGPT-5.4 miniSunbird dcTrackSunbird DCIMChangedno first choiceSunbird DCIMno first choicenothing named
Four alternatives
Cormant-CS, FNT Command, Modius OpenData, Schneider Electric EcoStruxure IT AdvisorThree alternatives
Nlyte DCIM, Schneider Electric EcoStruxure IT, Vertiv TrellisFive alternatives
Device42, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird DCIM, Vertiv TrellisTwo alternatives
Panduit SmartZone DCIM, Schneider Electric EcoStruxure ITGemini 3.5 FlashSchneider ElectricSchneider ElectricHeldSchneider Electric, Sunbird SoftwareSunbird DCIMSchneider Electricagainst: Device42, Emerson / Vertiv Aperture, Freshworks, NetBox, Prometheus, Schneider Electric StruxureWare DCO, ServiceNow CMDB, Vertiv Trellis
Four alternatives
Hyperview, Nlyte DCIM, Sunbird Software, VertivFour alternatives
FNT Software, Nlyte DCIM, Sunbird DCIM, VertivFour alternatives
EkkoSense, FNT Command, Nlyte DCIM, VertivTwo alternatives
Nlyte DCIM, Schneider Electric EcoStruxure ITFour alternatives
Device42, Hyperview, Nlyte DCIM, Sunbird DCIMPerplexity SonarNlyte DCIMNlyte DCIMHeldagainst: NetBoxNlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrackHyperviewagainst: Nlyte DCIM, Schneider Electric EcoStruxure ITno first choiceagainst: Device42, EcoStruxure IT, NetBox, Nlyte DCIM, Sunbird, Vertiv Trellis
Three alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird dcTrackTwo alternatives
Schneider Electric EcoStruxure IT Advisor, Sunbird DCIMFive alternatives
Device42, Eaton Brightlayer DCIM, Environet, FNT Command, Vertiv TrellisOne alternative
Sunbird dcTrackGrok 4.20Nlyte DCIMagainst: Dynatrace, IBM TurbonomicNlyte DCIMHeldEcoStruxure ITSunbird DCIMagainst: Device42, Hyperview, Nlyte DCIMDevice42, Nlyte DCIM, Sunbird dcTrackagainst: FNT Command, Nlyte DCIM, Schneider Electric EcoStruxure IT, Siemens DCIM equivalents, Vertiv Trellis
Three alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird dcTrackFour alternatives
Device42, IBM Turbonomic, ManageEngine OpManager, Sunbird DCIMFour alternatives
Device42, Modius OpenData, Nlyte DCIM, Sunbird DCIMOne alternative
Schneider EcoStruxure ITMistral SmallNlyte DCIM, Sunbird DCIMNlyte DCIM, Schneider Electric EcoStruxure ITChangedSchneider Electric EcoStruxure ITNlyte DCIMno first choiceagainst: Hyperview, Nlyte DCIM, Vertiv Trellis, openDCIM
Two alternatives
Device42, HyperviewOne alternative
Device42Four alternatives
FNT Command, Sunbird dcTrack, VMware vSphere Foundation, VertivTwo alternatives
Device42, Sunbird dcTrackDeepSeek V4 FlashNlyte DCIMNlyte DCIMHeldSchneider Electric EcoStruxure ITagainst: NetBox, Unify, Vertiv TrellisSunbird dcTrackagainst: Device42, Hyperview, Nlyte DCIM, Schneider EcoStruxure ITno first choiceagainst: Hyperview, Unify, Vertiv Aperture, Vertiv Trellis, openDCIM
Four alternatives
Device42, Hyperview, Schneider Electric EcoStruxure IT, Sunbird DCIMThree alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird dcTrackSeven alternatives
Device42, Eaton Brightlayer DCIM, EkkoSense, FNT Command, Hyperview, Nlyte DCIM, Sunbird dcTrackLlama 4 MaverickSunbird dcTrackno first choiceChangedno first choiceNlyte DCIMno first choiceagainst: Hyperview, Vertiv Trellis, openDCIM
Four alternatives
Device42, EcoStruxure IT Advisor, Hyperview, Nlyte DCIMThree alternatives
Hyperview, Schneider Electric EcoStruxure IT, Sunbird dcTrackQwen 3.7 FlashDevice42, Schneider Electric EcoStruxure IT, Sunbird dcTrackNlyte DCIMChangedSunbird dcTrackHyperviewagainst: Nlyte DCIM, Schneider Electricno first choiceagainst: BMC AMI Ops, Broadcom Layer7 API Gateway, Device42, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird, Vertiv
One alternative
Nlyte DCIMThree alternatives
Device42, Schneider Electric, SunbirdFour alternatives
Device42, FNT Command, IBM Turbonomic, Nlyte DCIMOne alternative
Sunbird SoftwareKimi K2Nlyte DCIMNlyte DCIMHeldSchneider Electric EcoStruxure ITagainst: EkkoSenseCormant-CSagainst: Schneider Electric EcoStruxure ITno first choiceagainst: ABB, FieldView, Modius, Vertiv Aperture, Vertiv Trellis, openDCIM
Three alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird dcTrackThree alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird DCIMFour alternatives
Eaton Brightlayer DCIM, Hyperview, Nlyte DCIM, Sunbird dcTrackOne alternative
Sunbird SoftwareFive alternatives
Device42, Hyperview, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrackGLM 4.7 FlashXNlyte DCIM, Sunbird dcTrackNlyte DCIMChangedNlyte DCIM, Schneider Electric EcoStruxure ITSunbird dcTrackagainst: ManageEngine OpManager, NetBox, Nlyte DCIM, openDCIMno first choicenothing named
Six alternatives
Device42, EkkoSense, FNT Command, Hyperview, Schneider Electric EcoStruxure IT, VertivThree alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird DCIMNine alternatives
BMC AMI Ops, Device42, EkkoSense, FNT Command, Hyperview, Kaseya VSA, OpManager Nexus, Sunbird dcTrack, VMware vSphere FoundationTwo alternatives
Hyperview, Schneider Electric EcoStruxure IT AdvisorMiniMax M2.5Nlyte DCIM, Sunbird DCIMNlyte DCIM, Sunbird DCIMHeldNlyte DCIM, Sunbird dcTrackSunbird dcTrackno first choiceagainst: Vertiv Trellis, openDCIM
One alternative
Schneider Electric EcoStruxure ITOne alternative
Schneider Electric EcoStruxure ITThree alternatives
Device42, Schneider Electric EcoStruxure IT, VertivTwo alternatives
Device42, HyperviewGPT-6 LunaSunbird dcTrack + Power IQSunbird DCIMChangedno first choiceagainst: Environet, Vertiv TrellisHyperviewno first choiceagainst: NetBox, RackTables, Vertiv Trellis, openDCIM
Three alternatives
FNT Command, Nlyte DCIM, Schneider Electric EcoStruxure ITTwo alternatives
Nlyte DCIM, Schneider Electric EcoStruxure ITSeven alternatives
Cormant-CS, Eaton Brightlayer DCIM, EkkoSense EkkoSoft Critical, FNT Command, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrack + Power IQOne alternative
SunbirdMuse Glimmer 30BNlyte DCIMNlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrackChangedagainst: Vertiv TrellisSchneider Electric EcoStruxure IT, Sunbird dcTrackagainst: Vertiv TrellisSunbird dcTrack / Sunbird DCIMno first choiceagainst: Hyperview, Vertiv Trellis, openDCIM
Three alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird dcTrackOne alternative
Device42Three alternatives
Device42, Hyperview, Nlyte DCIMOne alternative
Nlyte DCIMBold 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 12:30 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:37 | yes | 4 | 4 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 16:05 | yes | 8 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:19 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:29 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:48 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:37 | yes | 16 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:51 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:14 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 12 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:38 | yes | 13 | 85 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:18 | yes | 5 | 49 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:42 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:08 | yes | 13 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:27 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:26 | yes | 5 | 5 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 12:29 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 19:10 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:49 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:11 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:03 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:07 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:25 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:32 | yes | 9 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:29 | yes | 14 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:27 | yes | 9 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:11 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:21 | yes | 13 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:25 | yes | 15 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:17 | yes | 6 | 8 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 18:14 | yes | 10 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:59 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:36 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:03 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 20 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:02 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:36 | yes | 5 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:28 | yes | 17 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:46 | yes | 14 | 91 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:58 | yes | 14 | 48 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:15 | yes | 8 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:23 | yes | 12 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:23 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:53 | yes | 4 | 5 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 15:26 | yes | 10 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:54 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:08 | yes | 10 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:39 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:41 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:19 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:08 | yes | 7 | 69 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 18 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:59 | yes | 14 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:29 | yes | 12 | 43 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:51 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:29 | yes | 19 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:36 | yes | 20 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:36 | yes | 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 15:39 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:36 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:34 | yes | 15 | 20 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:15 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:50 | yes | 23 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:08 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:19 | yes | 10 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 9 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:41 | yes | 24 | 78 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:43 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:18 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:55 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:30 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:52 | yes | 6 | 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 19:26 | yes | 9 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:41 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:51 | yes | 15 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:49 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:05 | yes | 23 | 67 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:56 | yes | 18 | 66 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:54 | yes | 22 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:26 | yes | 23 | 132 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:31 | yes | 17 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:36 | yes | 5 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:39 | yes | 21 | 32 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 DCIM read as Cormant-CS
Cormant-CS DCIM read as Cormant-CS
Eaton Brightlayer read as Eaton Brightlayer DCIM
FNT read as FNT Command
Nlyte read as Nlyte DCIM
Nlyte (Carrier) read as Nlyte DCIM
Nlyte (a Carrier company) read as Nlyte DCIM
Nlyte (by Schneider Electric) read as Nlyte DCIM
Nlyte (by Vertiv) read as Nlyte DCIM
Nlyte Software read as Nlyte DCIM
Nlyte Software (A Carrier Company) read as Nlyte DCIM
Nlyte Software (Carrier) read as Nlyte DCIM
Nlyte Software (a Carrier Company) read as Nlyte DCIM
Nlyte Software (by Carrier) read as Nlyte DCIM
Unresolved, counted raw
CommScope/NetCoolant
EkkoSense EkkoSoft Critical
Emerson / Vertiv Aperture
FieldView
Graphical Networks (netTerrain)
Panduit SmartZone DCIM
Schneider Electric StruxureWare DCO
Sensaka
ServiceNow CMDB
Siemens DCIM equivalents
SolarWinds DCIM
Uptime Infrastructure Monitor
Vertiv Liebert InRow
Discontinued, still offered
No shut-down product was recommended here.