Data center infrastructure management for small business buyers
Asked as “DCIM tool”, and as “data center infrastructure management software”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
41%
Clear leader
41NetBox24openDCIM13Hyperview22others
41% of first choices, clear leader.
Since October 2026▲+12Since October 2026: 29% → 41%, +12 points. Past the 11-point floor: movement.NetBox held the lead, +12 points on 29%, 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.This pageMid-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.Standing →
NetBox41%Clear leader▲+12Since October 2026: 29% → 41%, +12 points. Past the 11-point floor: movement.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01NetBox41%5%59endorsed leader▲+12Since October 2026: 29% → 41%, +12 points. Past the 11-point floor: movement.29% → 41%
NetBox41%5%59endorsed leader▲+12Since October 2026: 29% → 41%, +12 points. Past the 11-point floor: movement.29% → 41%02openDCIM24%18%62accepted challenger▲+6Since October 2026: 18% → 24%, +6 points. Inside the 11-point floor: within noise.18% → 24%
03
Hyperview13%10%41accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 11-point floor: within noise.9% → 13%
Hyperview13%10%41accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 11-point floor: within noise.9% → 13%04
ManageEngine OpManager11%6%34accepted challenger▲+6Since October 2026: 5% → 11%, +6 points. Inside the 11-point floor: within noise.5% → 11%
ManageEngine OpManager11%6%34accepted challenger▲+6Since October 2026: 5% → 11%, +6 points. Inside the 11-point floor: within noise.5% → 11%05
Device424%13%38accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
Device424%13%38accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%06Sunbird DCIM4%14%21accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
Sunbird DCIM4%14%21accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%Show the five products at 0%, ordered by negative rate
11Nlyte DCIM0%88%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Nlyte DCIM0%88%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08Sunbird0%58%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10RackTables0%58%19criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
09Sunbird dcTrack0%56%16criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
07
Schneider Electric EcoStruxure IT0%50%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Schneider Electric EcoStruxure IT0%50%14criticized 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01o02
0304050607S08
S09
R10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01NetBox41%
NetBox41%02openDCIM24%
03Hyperview13%
Hyperview13%04ManageEngine OpManager11%
ManageEngine OpManager11%05Device424%
Device424%06Sunbird DCIM4%
Sunbird DCIM4%07Schneider Electric EcoStruxure IT0%
Schneider Electric EcoStruxure IT0%08Sunbird0%
09Sunbird dcTrack0%
10RackTables0%
11Nlyte DCIM0%
Nlyte DCIM0%What they warned about
Three 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 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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 DCIM88%
29 of 33 labels negative · 14 of 14 models · 16 hard negative
“Examples to be cautious of: *Nlyte Enterprise, Vertiv Trellis / Environet Enterprise, FNT Command.* ... Why to avoid: These platforms are built for hyperscalers” Gemini 3.5 Flash, negative prompt
RackTables
58%
11 of 19 labels negative · 10 of 14 models · 4 hard negative
“RackTables - has a high negative rate (33%) and is considered a "criticized challenger"” Llama 4 Maverick, negative prompt
openDCIM
18%
11 of 62 labels negative · 8 of 14 models
“While free and potentially suitable, it may require significant in-house expertise for setup, maintenance, and integration. Caution if your team lacks technical depth” Grok 4.20, negative prompt
Sunbird dcTrack
56%
9 of 16 labels negative · 7 of 14 models · 5 hard negative
“Often called out in AI-driven recommendations as unsuitable for small B2B companies because of unused capabilities and integration overhead.” Grok 4.20, 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
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 794 links across 132 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.
publisher (Gane)36 answers · 37 citations · 10 models
vendor site · Guideflow36 answers · 36 citations · 12 models
35 answers · 35 citations · 10 models
30 answers · 51 citations · 10 models
vendor site · G227 answers · 42 citations · 11 models
24 answers · 24 citations · 9 models
22 answers · 33 citations · 8 models
22 answers · 22 citations · 9 models
20 answers · 22 citations · 11 models
vendor site · Motadata20 answers · 20 citations · 8 models
vendor site · Sunbird DCIM19 answers · 22 citations · 11 models
19 answers · 19 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.
36 answers · 12 models
35 answers · 10 models
35 answers · 10 models
24 answers · 9 models
21 answers · 9 models
20 answers · 8 models
17 answers · 10 models
16 answers · 7 models
15 answers · 9 models
14 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| NetBox netboxlabs.com NetBox 41%, NetBox Community 2% | 43% | 148 | 9,900 | 457 | 10,496 | 5 | ||
| openDCIM opendcim.org | 24% | 91 | 210 | 0 | 213 | |||
| Hyperview hyperviewhq.com | 13% | 105 | 880 | 73 | 1,147 | 5 | ||
| ManageEngine parent site ManageEngine OpManager 11%, ManageEngine AssetExplorer 0% | 11% | 223 | 8,100 | 675 | ||||
| Device42 device42.com | 4% | 164 | 1,600 | 33 | 5,360 | 0 | ||
| Sunbird DCIM sunbirddcim.com | 4% | 64 | 480 | 16 | 55,643 | 46 | ||
| EcoStruxure IT Expert | 2% | |||||||
| Paessler PRTG paessler.com Paessler PRTG 0%, Paessler PRTG Network Monitor 0% | 0% | 147 | 480 | 4 | 107,237 | $12,945 | 120 | |
| Nautobot | 0% | |||||||
| Modius OpenData modius.com | 0% | 7 |
Google's top ten for the three searches hold 16 sites; 2 of them are among the sites the models cited here (g2.com, reddit.com). The first result for “best dcim tool” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best DCIM tool for a small B2B company?”Paraphrase“Which data center infrastructure management software would you recommend to a small business that sells to other businesses?”Comparative“What are the top DCIM tools for a small team and how do they differ?”Budget-constrained“What is the best DCIM tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a DCIM tool. What should we look at?”Negative“Which DCIM tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Sunbird DCIMagainst: openDCIMHyperview, ManageEngine OpManagerChangedHyperview, Sunbird DCIMagainst: Nlyte DCIMopenDCIMno first choiceagainst: Vertiv, openDCIM
One alternative
HyperviewTwo alternatives
Sunbird DCIM, openDCIMTwo alternatives
ManageEngine OpManager, NetBoxTwo alternatives
ManageEngine OpManager, RackTablesGPT-5.4 miniSunbird DCIMEcoStruxure IT ExpertChangedVertiv Environet Alertagainst: Nlyte DCIMopenDCIMno first choiceagainst: RackTables, openDCIM
Two alternatives
Device42, FaddomTwo alternatives
Cormant-CS, Power IQ DCIM MonitoringTwo alternatives
Schneider Electric EcoStruxure IT, Vertiv TrellisOne alternative
Sunbird dcTrackGemini 3.5 FlashNetBoxagainst: Nlyte DCIM, SunbirdDevice42ChangedNetBoxNetBoxagainst: Nlyte DCIM, Schneider Electric EcoStruxure, SunbirdNetBoxagainst: Cormant-CS, Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird DCIMagainst: Environet, FNT Command, Nlyte DCIM, Vertiv Trellis
Four alternatives
Device42, Paessler PRTG Network Monitor, Schneider Electric EcoStruxure IT Expert, openDCIMThree alternatives
NetBox, Schneider Electric EcoStruxure IT, Sunbird DCIMFour alternatives
Device42, Schneider Electric EcoStruxure IT, Sunbird dcTrack + Power IQ, openDCIMThree alternatives
Paessler PRTG Network Monitor, RackTables, openDCIMThree alternatives
Device42, Hyperview, NautobotPerplexity SonarNetBoxagainst: Nlyte DCIM, Schneider EcoStruxure ITHyperviewChangedagainst: Nlyte DCIMHyperview, NetBoxNetBoxagainst: EcoStruxure, Nlyte DCIMno first choiceagainst: FNT Command, NetBox, Nlyte DCIM, RackTables, Schneider EcoStruxure IT, Sunbird dcTrack, Vertiv Environet, Vertiv Trellis, openDCIM
Two alternatives
Hyperview, openDCIMFour alternatives
Device42, NetBox, Schneider Electric EcoStruxure IT, Sunbird DCIMThree alternatives
Device42, Sunbird dcTrack, openDCIMTwo alternatives
Hyperview, openDCIMGrok 4.20ManageEngine OpManageragainst: FNT Command, Schneider Electric EcoStruxure ITManageEngine OpManager, openDCIMChangedagainst: Schneider Electric's EcoStruxureManageEngine OpManageragainst: Datadog, Hyperview, IBM Turbonomic, Nlyte DCIM, Site24x7, SunbirdopenDCIMagainst: Device42, Excel, Google Sheets, Hyperview, Nlyte DCIM, Sunbirdno first choiceagainst: RackTablesagainst: Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrack, openDCIM
Two alternatives
NetBox, openDCIMFive alternatives
Device42, Hyperview, NetBox, Sunbird DCIM, dcTrackFour alternatives
Device42, NetBox, Paessler PRTG, openDCIMOne alternative
NetBoxMistral SmallNetBox, openDCIMNetBoxChangedNetBox, openDCIMagainst: Nlyte DCIMopenDCIMno first choiceagainst: ManageEngine OpManager, Nlyte DCIM, RackTables, Schneider Electric EcoStruxure IT, Sunbird dcTrack
One alternative
HyperviewThree alternatives
Device42, Sunbird DCIM, openDCIMThree alternatives
Device42, Hyperview, ManageEngine OpManagerOne alternative
NetBoxDeepSeek V4 FlashManageEngine OpManageragainst: NetBoxHyperviewChangedHyperview, NetBoxagainst: Device42, Nlyte DCIM, openDCIMNetBoxHyperviewagainst: Device42, Nlyte DCIM, Vertiv Trellisagainst: Nlyte DCIM, RackTables, Rackwise DCiM X, Schneider Electric EcoStruxure IT, Sunbird dcTrack, openDCIM
Two alternatives
Hyperview, openDCIMTwo alternatives
ManageEngine OpManager, Sunbird dcTrackTwo alternatives
ManageEngine OpManager, Sunbird dcTrackThree alternatives
Hyperview, ManageEngine OpManager, openDCIMThree alternatives
NetBox, Sunbird dcTrack, openDCIMLlama 4 MaverickopenDCIMno first choiceChangedno first choiceopenDCIMno first choiceagainst: Nlyte DCIM, RackTables, Sunbird dcTrack
Three alternatives
NetBox, Nlyte DCIM, SunbirdQwen 3.7 FlashNetBoxNetBoxHeldNetBoxagainst: RackTablesNetBoxDevice42, NetBoxagainst: Nlyte DCIM, Sunbird, Vertiv, openDCIMagainst: NetZoom DCIM, Nlyte Data Center Manager, RackTables, Schneider Electric’s StruxureWare, openDCIM
Two alternatives
Device42, openDCIMTwo alternatives
ManageEngine OpManager, openDCIMFour alternatives
Device42, Hyperview, ManageEngine AssetExplorer, ManageEngine OpManagerTwo alternatives
Hyperview, openDCIMFive alternatives
AKCP, Cormant-CS, ManageEngine OpManager, Paessler PRTG, RF CodeKimi K2Hyperview, NetBoxNetBoxChangedNetBoxNetBoxagainst: APC, Nlyte DCIM, Sunbird DCIMNetBox, openDCIMagainst: Nlyte DCIM, Schneider EcoStruxureagainst: Nlyte DCIM, Schneider Electric StruxureWare / EcoStruxure IT Advisor, VMware vSphere Foundation
Three alternatives
ManageEngine OpManager, Sunbird DCIM, openDCIMThree alternatives
Hyperview, ManageEngine OpManager, Paessler PRTGFour alternatives
Device42, Hyperview, ManageEngine OpManager, openDCIMThree alternatives
Device42, Hyperview, openDCIMTwo alternatives
Hyperview, ManageEngine OpManagerGLM 4.7 FlashXNetBoxManageEngine OpManagerChangedNetBox, openDCIMNetBox, openDCIMagainst: Device42, EcoStruxure IT Advisor, ManageEngine OpManager, Nlyte DCIM, RackTables, Sunbird dcTrackno first choiceagainst: Nlyte DCIM, Schneider Electric EcoStruxure IT, Sunbird dcTrack, Vertiv Trellis, openDCIM
Four alternatives
Device42, ManageEngine OpManager, Sunbird DCIM, openDCIMThree alternatives
NetBox, Sunbird DCIM, Vertiv Environet AlertTwo alternatives
Device42, ManageEngine OpManagerOne alternative
HyperviewMiniMax M2.5Hyperview, ManageEngine OpManagerHyperview, openDCIMChangedopenDCIMopenDCIMagainst: Nlyte DCIM, Sunbird dcTrackno first choiceagainst: FNT Command, Nlyte DCIM, RackTables, Schneider Electric EcoStruxure IT, Sunbird dcTrack
Two alternatives
Device42, Sunbird DCIMTwo alternatives
ManageEngine OpManager, NetBoxFive alternatives
Device42, ManageEngine OpManager, Modius OpenData, NetBox, Sunbird dcTrackThree alternatives
Device42, Hyperview, NetBoxGPT-6 LunaNetBoxNetBoxHeldNetBoxNetBox Communityagainst: Hyperviewno first choiceagainst: Eaton, FNT Command, NetBox, Nlyte DCIM, RackTables, Schneider, Sunbird, openDCIM
One alternative
SunbirdTwo alternatives
Schneider Electric EcoStruxure IT Expert, Sunbird DCIMFour alternatives
Device42, Hyperview, Sunbird dcTrack + Power IQ, openDCIMOne alternative
openDCIMMuse Glimmer 30BNetBoxNetBoxHeldNetBoxopenDCIMagainst: Hyperview, Sunbirdno first choiceagainst: Device42, EcoStruxure IT, Nlyte DCIM, Schneider Electric EcoStruxure IT Expert, Sunbird DCIM, netTerrain DCIM
Four alternatives
Device42, Hyperview, ManageEngine OpManager, openDCIMTwo alternatives
ManageEngine OpManager, openDCIMFive alternatives
Device42, Hyperview, ManageEngine OpManager, 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.
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 15:01 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:15 | yes | 3 | 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 16:50 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:43 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:17 | yes | 5 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:43 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:46 | yes | 23 | 41 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:50 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:26 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:42 | yes | 9 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:28 | yes | 14 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | yes | 5 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:12 | yes | 3 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:40 | yes | 14 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:31 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:51 | yes | 3 | 7 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 19:23 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:12 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:26 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:45 | yes | 5 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:32 | yes | 24 | 52 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:34 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:38 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:08 | yes | 10 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:40 | yes | 23 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:48 | yes | 25 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:59 | yes | 21 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:08 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:06 | yes | 5 | 6 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 16:16 | yes | 11 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:59 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:53 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:52 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:06 | yes | 23 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:39 | yes | 8 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:54 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:14 | yes | 13 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:48 | yes | 20 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:41 | yes | 11 | 55 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:01 | yes | 5 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:40 | yes | 10 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:19 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 2 | 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 10:29 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:12 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:44 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:52 | yes | 5 | 24 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:04 | yes | 19 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:48 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:43 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:39 | yes | 5 | 11 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:34 | yes | 7 | 84 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:13 | yes | 5 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:44 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:35 | yes | 12 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:32 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:39 | no | 0 | 6 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 13:43 | yes | 3 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:25 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:39 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:11 | yes | 21 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:05 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:52 | yes | 9 | 43 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:34 | yes | 10 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 19 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:36 | no | 0 | 76 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:30 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:54 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:21 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:04 | 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 12:54 | no | 0 | 14 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:30 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:41 | yes | 5 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:53 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:35 | yes | 23 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:45 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:47 | yes | 25 | 56 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:31 | yes | 24 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:55 | yes | 23 | 88 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:11 | yes | 22 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:02 | yes | 5 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:09 | yes | 24 | 38 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
Cormant-CS DCIM read as Cormant-CS
FNT read as FNT Command
Nlyte read as Nlyte DCIM
Unresolved, counted raw
AKCP
EcoStruxure IT monitoring and management solutions
Liquit (formerly Cormant-CS)
Microsoft System Center Suite
Nlyte Data Center Manager
Panduit
Power IQ DCIM Monitoring (Sunbird Software)
RF Code
Raritan PX
Schneider Electric StruxureWare / EcoStruxure IT Advisor
Schneider Electric's EcoStruxure
Schneider Electric’s StruxureWare (or EcoStruxure IT Advisor)
Sunbird Software's DCIM Suite
Tripp Lite
Discontinued, still offered
No shut-down product was recommended here.