Unified endpoint management
Asked as “unified endpoint management platform”, and as “device management tool for laptops and phones”, on behalf of a mid-market B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
39%
Contested · ManageEngine Endpoint Central 27%
39Microsoft Intune27ManageEngine Endpoint Central07Action127others
39% of first choices, contested.
Since September 2026▼−3Since September 2026: 43% → 40%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Microsoft Intune held the lead, −3 points on 43%, 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
Microsoft Intune28%Contested▼−13Since September 2026: 40% → 27%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketMicrosoft Intune39%Contested▼−3Since September 2026: 43% → 40%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseMicrosoft Intune85%Clear leader▲+9Since September 2026: 78% → 87%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Microsoft Intune28%Contested▼−13Since September 2026: 40% → 27%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketMicrosoft Intune39%Contested▼−3Since September 2026: 43% → 40%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseMicrosoft Intune85%Clear leader▲+9Since September 2026: 78% → 87%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Microsoft Intune39%9%67endorsed leader▼−3Since September 2026: 43% → 40%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.43% → 40%
Microsoft Intune39%9%67endorsed leader▼−3Since September 2026: 43% → 40%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.43% → 40%02
ManageEngine Endpoint Central27%11%61accepted challenger▼−1Since September 2026: 26% → 25%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.26% → 25%
ManageEngine Endpoint Central27%11%61accepted challenger▼−1Since September 2026: 26% → 25%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.26% → 25%03
NinjaOne5%4%28accepted challenger▲+1Since September 2026: 4% → 6%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%
NinjaOne5%4%28accepted challenger▲+1Since September 2026: 4% → 6%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%04
JumpCloud5%0%19accepted challenger▼−3Since September 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 6%
JumpCloud5%0%19accepted challenger▼−3Since September 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 6%05
Miradore5%8%13accepted challenger▼−3Since September 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 4%
Miradore5%8%13accepted challenger▼−3Since September 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 4%06
Jamf2%12%41accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Jamf2%12%41accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the six products at 0%, ordered by negative rate
10
Omnissa Workspace ONE0%36%42criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Omnissa Workspace ONE0%36%42criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Ivanti Neurons for UEM0%25%32criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Ivanti Neurons for UEM0%25%32criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
IBM MaaS3600%18%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
IBM MaaS3600%18%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Hexnode UEM0%12%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Hexnode UEM0%12%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
SOTI MobiControl0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
SOTI MobiControl0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Scalefusion0%6%18accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Scalefusion0%6%18accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All fifteen head-to-head pages: the top six products, each against each
Microsoft Intune vs MiradoreMicrosoft Intune vs JamfManageEngine Endpoint Central vs NinjaOneManageEngine Endpoint Central vs JumpCloudManageEngine Endpoint Central vs MiradoreManageEngine Endpoint Central vs JamfNinjaOne vs JumpCloudNinjaOne vs MiradoreNinjaOne vs JamfJumpCloud vs MiradoreJumpCloud vs JamfMiradore vs Jamf
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Intune39%
Microsoft Intune39%02ManageEngine Endpoint Central27%
ManageEngine Endpoint Central27%03NinjaOne5%
NinjaOne5%04JumpCloud5%
JumpCloud5%05Miradore5%
Miradore5%06Jamf2%
Jamf2%07Hexnode UEM0%
Hexnode UEM0%08Scalefusion0%
Scalefusion0%09Ivanti Neurons for UEM0%
Ivanti Neurons for UEM0%10Omnissa Workspace ONE0%
Omnissa Workspace ONE0%11IBM MaaS3600%
IBM MaaS3600%12SOTI MobiControl0%
SOTI MobiControl0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash 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.
Omnissa Workspace ONE36%
15 of 42 labels negative · 10 of 14 models · 1 hard negative
“Omnissa/Workspace ONE – vendor instability and support collapse” DeepSeek V4 Flash, negative prompt
Ivanti Neurons for UEM25%
8 of 32 labels negative · 8 of 14 models · 4 hard negative
“Some models explicitly label Ivanti as a platform to avoid unless there is a specific, well-justified fit.” Mistral Small, negative prompt
ManageEngine Endpoint Central11%
7 of 61 labels negative · 7 of 14 models · 1 hard negative
“HIGH CAUTION/AVOID UNLESS SPECIFIC FIT ... Poor scalability for very large fleets” Mistral Small, negative prompt
Microsoft Intune9%
6 of 67 labels negative · 6 of 14 models
“**Why cautious?** Real-world exploit in March 2026 ... Users report steep learning curve, poor macOS/iOS support vs. Windows, and bloat if not fully Microsoft-stack.” Grok 4.1 Fast, 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
79 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. 1118 links across 226 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 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.
38 answers · 38 citations · 12 models
vendor site · Venn34 answers · 44 citations · 12 models
vendor site · Guideflow33 answers · 34 citations · 11 models
vendor site · ManageEngine30 answers · 47 citations · 13 models
vendor site · G226 answers · 49 citations · 12 models
26 answers · 27 citations · 11 models
vendor site · Miradore24 answers · 25 citations · 11 models
21 answers · 21 citations · 10 models
20 answers · 22 citations · 9 models
vendor site · G220 answers · 21 citations · 9 models
vendor site · Scalefusion18 answers · 19 citations · 9 models
vendor site · Microsoft18 answers · 18 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.
38 answers · 12 models
32 answers · 11 models
28 answers · 12 models
23 answers · 9 models
22 answers · 10 models
21 answers · 10 models
18 answers · 9 models
15 answers · 7 models
15 answers · 8 models
13 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 “unified endpoint management platform”, “unified endpoint management platforms”. 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 |
|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Intune 39% | 39% | 329 | 2,240,000 | 403,136 | |||
| ManageEngine parent site ManageEngine Endpoint Central 27%, ManageEngine Mobile Device Manager Plus 3% | 31% | 204 | 8,100 | 675 | |||
| Action1 action1.com | 7% | 181 | 8,100 | 87 | 18,854 | $3,801 | 48 |
| NinjaOne ninjaone.com | 5% | 388 | 18,100 | 610 | 316,268 | $17,226 | 118 |
| JumpCloud jumpcloud.com | 5% | 321 | 12,100 | 244 | 108,479 | $8,612 | 80 |
| Miradore miradore.com | 5% | 54 | 1,300 | 2,487 | 26,805 | $143 | 32 |
| Jamf jamf.com | 2% | 131 | 22,200 | 1,681 | 93,863 | $74 | 47 |
| Iru iru.com Kandji 2%, Iru 0% | 2% | 19 | 4,400 | 148 | 12,579 | 32 | |
| Citrix parent site Citrix Endpoint Management 2% | 2% | 13 | 90 | 0 | |||
| NinjaOne Mobile Device Management | 2% |
Google's top ten for the two searches hold 11 sites; 1 of them are among the sites the models cited here (syncrosecure.com). The first result for “unified endpoint management platform” is gartner.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 unified endpoint management platform for a mid-market B2B company?”Paraphrase“Which device management tool for laptops and phones would you recommend to a mid-sized B2B company?”Comparative“What are the top unified endpoint management platforms and how do they differ?”Budget-constrained“What is the best unified endpoint management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a unified endpoint management platform. What should we look at?”Negative“Which unified endpoint management platforms should I avoid or be cautious about?”
Claude Haiku 4.5ManageEngine Endpoint CentralManageEngine Mobile Device Manager PlusChangedMicrosoft Intuneagainst: JamfManageEngine Endpoint Central, Microsoft Intuneno first choiceagainst: BlackBerry UEM, IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Microsoft Intune
Two alternatives
Ivanti Neurons for UEM, NinjaOneThree alternatives
Hexnode UEM, Microsoft Intune, ScalefusionThree alternatives
ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONETwo alternatives
Hexnode UEM, Omnissa Workspace ONEGPT-5.4 miniMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft Intuneno first choiceagainst: Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE
Two alternatives
Jamf, ManageEngine Endpoint CentralTwo alternatives
Jamf, KandjiSeven alternatives
42Gears SureMDM, HCL BigFix, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlThree alternatives
Hexnode UEM, Jamf, ManageEngine Endpoint CentralGemini 3.5 FlashNinjaOneMicrosoft IntuneChangedMicrosoft Intune, Omnissa Workspace ONEAction1, MiradoreJamf, JumpCloud, Kandji, ManageEngine Endpoint Central, Microsoft Intune, NinjaOneagainst: Citrix Endpoint Management, Ivanti Neurons for UEM, Kaseya VSA, Omnissa Workspace ONE, SCCM
Five alternatives
Hexnode UEM, Iru, Jamf, ManageEngine Endpoint Central, Microsoft IntuneFive alternatives
Hexnode UEM, Iru, Jamf, JumpCloud, ScalefusionFive alternatives
HCL BigFix, Ivanti Neurons for UEM, Jamf, NinjaOne, TaniumThree alternatives
Hexnode UEM, ManageEngine Endpoint Central, Microsoft IntunePerplexity SonarManageEngine Endpoint CentralJumpCloudChangedMicrosoft IntuneManageEngine Endpoint Centralno first choiceagainst: Ivanti Neurons for UEM, Omnissa Workspace ONE
One alternative
Microsoft IntuneThree alternatives
ManageEngine Mobile Device Manager Plus, Microsoft Intune, NinjaOneSix alternatives
IBM MaaS360, LogMeIn Resolve, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONE, SOTI MobiControlTwo alternatives
Miradore, ScalefusionGrok 4.1 FastNinjaOneagainst: Omnissa Workspace ONEMicrosoft IntuneChangedMicrosoft IntuneManageEngine Endpoint Centralagainst: OpenUEM, myMDMMicrosoft Intuneagainst: AppTec360, Ivanti Neurons for UEM, Jamf, Microsoft Intune, Miradore, Omnissa Workspace ONE
Three alternatives
JumpCloud, ManageEngine Endpoint Central, Microsoft IntuneFour alternatives
Jamf, ManageEngine Mobile Device Manager Plus, Mosyle, NinjaOneFour alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEFive alternatives
Hexnode UEM, Microsoft Intune, Miradore, Scalefusion, Sophos MobileFour alternatives
Jamf, ManageEngine Endpoint Central, Miradore, Omnissa Workspace ONEMistral SmallMicrosoft IntuneManageEngine Mobile Device Manager Plus, NinjaOne Mobile Device ManagementChangedMicrosoft IntuneManageEngine Endpoint Centralno first choiceagainst: Hexnode UEM, Kandji, Mosyle, Omnissa Workspace ONE, Scalefusionagainst: Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONE
Two alternatives
Ivanti Neurons for UEM, ManageEngine Endpoint CentralTwo alternatives
Admin By Request, JamfThree alternatives
Cisco Meraki Systems Manager, Ivanti Neurons for UEM, ManageEngine Endpoint CentralTwo alternatives
Action1, NinjaOneDeepSeek V4 FlashManageEngine Endpoint Central, Microsoft IntuneMicrosoft IntuneChangedMicrosoft IntuneManageEngine Endpoint CentralMicrosoft Intuneagainst: HCL BigFix, Hexnode UEM, IBM MaaS360, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE
Three alternatives
Hexnode UEM, Jamf, NinjaOneThree alternatives
Hexnode UEM, JumpCloud, ManageEngine Endpoint CentralFive alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, ScalefusionThree alternatives
Hexnode UEM, Microsoft Intune, NinjaOneTwo alternatives
Jamf, Omnissa Workspace ONELlama 4 MaverickManageEngine Endpoint Centralno first choiceChangedno first choiceCitrix Endpoint Managementno first choicenothing named
Three alternatives
42Gears SureMDM, Ivanti Neurons for UEM, NinjaOneQwen 3.7 FlashManageEngine Endpoint CentralMicrosoft IntuneChangedMicrosoft IntuneAction1against: IBM MaaS360, Omnissa Workspace ONEMicrosoft Intuneagainst: Ivanti Neurons for UEM, MobileIron, Omnissa Workspace ONEagainst: ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE, SOTI MobiControl
Three alternatives
BlackBerry UEM, Hexnode UEM, Microsoft IntuneFour alternatives
Kandji, ManageEngine Mobile Device Manager Plus, NinjaOne, Zoho OneThree alternatives
IBM MaaS360, Omnissa Workspace ONE, SOTI MobiControlFour alternatives
Hexnode UEM, ManageEngine Endpoint Central, Microsoft Intune, ScalefusionThree alternatives
Jamf, Mosyle, ScalefusionKimi K2Microsoft IntuneMicrosoft IntuneHeldagainst: Omnissa Workspace ONEMicrosoft Intuneagainst: Cisco Meraki Systems Manager, Sophos MobileManageEngine Endpoint Centralagainst: SyncroMicrosoft Intuneagainst: Hexnode UEM, Ivanti Endpoint Manager, ManageEngine Endpoint Central
Four alternatives
Hexnode UEM, JumpCloud, ManageEngine Endpoint Central, NinjaOneTwo alternatives
Jamf, ScalefusionSeven alternatives
BlackBerry UEM, IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlOne alternative
OpenUEMFour alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEGLM 4.7 FlashXMicrosoft IntuneMicrosoft IntuneHeldagainst: Omnissa Workspace ONEMicrosoft IntuneOpenFrameno first choicenothing named
Four alternatives
Ivanti Neurons for UEM, JumpCloud, ManageEngine Endpoint Central, MiradoreThree alternatives
Jamf, Miradore, ScalefusionNine alternatives
42Gears SureMDM, Hexnode UEM, IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Miradore, Omnissa Workspace ONE, ScalefusionFive alternatives
Action1, JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, OpenUEMMiniMax M2.5ManageEngine Endpoint Central, Microsoft IntuneJumpCloud, Microsoft IntuneChangedMicrosoft IntuneAction1, Miradoreno first choiceagainst: Ivanti Endpoint Manager, ManageEngine Endpoint Central, NinjaOne
Three alternatives
Hexnode UEM, Jamf, ScalefusionFive alternatives
IBM MaaS360, ManageEngine Endpoint Central, Miradore, NinjaOne, Omnissa Workspace ONETwo alternatives
ManageEngine Endpoint Central, NinjaOneFour alternatives
Ivanti Neurons for UEM, Jamf, Microsoft Intune, Omnissa Workspace ONEGPT-6 LunaMicrosoft IntuneMicrosoft IntuneHeldMicrosoft Intuneagainst: Google Endpoint ManagementMiradoreno first choiceagainst: Ivanti Endpoint Manager Mobile
Two alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONEOne alternative
JamfSix alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlTwo alternatives
Hexnode UEM, Microsoft IntuneMuse Glimmer 30BManageEngine Endpoint Centralagainst: Jamf, Omnissa Workspace ONEManageEngine Endpoint CentralHeldMicrosoft IntuneAction1, ManageEngine Endpoint Centralagainst: Microsoft Intuneno first choiceagainst: Ivanti Endpoint Manager, Microsoft Configuration Manager, Omnissa Workspace ONE
Three alternatives
JumpCloud, Microsoft Intune, NinjaOneTwo alternatives
Jamf, Microsoft IntuneFour alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Hexnode UEM, NinjaOne, ScalefusionBold 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 | 2026-10-01 12:35 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:55 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:57 | yes | 20 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:02 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:03 | yes | 20 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:47 | yes | 8 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:26 | yes | 20 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:48 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:55 | yes | 20 | 69 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:01 | yes | 20 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:13 | yes | 20 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:31 | yes | 10 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:20 | yes | 4 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:16 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:11 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:31 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:32 | yes | 11 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:10 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:22 | yes | 25 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:53 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:10 | yes | 24 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:43 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:00 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:10 | yes | 15 | 61 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:18 | yes | 7 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:40 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:55 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:29 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:34 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:25 | yes | 19 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:58 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:32 | yes | 23 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:01 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:07 | yes | 21 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:22 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:48 | yes | 10 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:27 | yes | 20 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:30 | yes | 19 | 63 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:24 | yes | 24 | 38 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:44 | yes | 9 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:41 | yes | 14 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:03 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:18 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:24 | yes | 24 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:59 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:06 | yes | 24 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:25 | yes | 12 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:37 | yes | 23 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:44 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:54 | yes | 8 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:57 | yes | 15 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:04 | yes | 14 | 66 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:37 | yes | 15 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:48 | yes | 3 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:48 | yes | 12 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:26 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:59 | no | 0 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:21 | yes | 12 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:10 | yes | 33 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:04 | yes | 17 | 28 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:32 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:49 | yes | 15 | 60 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:03 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:29 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:54 | yes | 11 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:58 | yes | 23 | 83 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:43 | yes | 5 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:02 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:46 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:12 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:41 | yes | 2 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:25 | yes | 17 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:26 | yes | 19 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:27 | yes | 25 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:48 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:07 | yes | 25 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:06 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:05 | yes | 23 | 58 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:45 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:03 | yes | 25 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:43 | yes | 22 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:05 | yes | 2 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:43 | yes | 14 | 20 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
42Gears read as 42Gears SureMDM
Cisco Meraki read as Cisco Meraki Systems Manager
Citrix read as Citrix Endpoint Management
Hexnode read as Hexnode UEM
IBM read as IBM MaaS360
Ivanti read as Ivanti Neurons for UEM
Ivanti (Endpoint Manager / EPMM) read as Ivanti Neurons for UEM
Ivanti Neurons read as Ivanti Neurons for UEM
Ivanti Neurons (formerly Ivanti UE) read as Ivanti Neurons for UEM
ManageEngine read as ManageEngine Endpoint Central
N-able read as N-able N-central
Omnissa read as Omnissa Workspace ONE
Omnissa (Workspace ONE) read as Omnissa Workspace ONE
Omnissa (formerly VMware Workspace ONE) read as Omnissa Workspace ONE
SOTI read as SOTI MobiControl
Unresolved, counted raw
Absolute Security
AppTec360
Ivanti Endpoint Manager Mobile (EPMM)
NinjaOne Mobile Device Management (MDM)
Samsung Knox Suite
myMDM
Discontinued, still offered
No shut-down product was recommended here.