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. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
43%
Clear leader
43Microsoft Intune26ManageEngine Endpoint Central09JumpCloud22others
43% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven products at 0%, ordered by negative rate
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 NinjaOneMicrosoft Intune vs ScalefusionManageEngine Endpoint Central vs JumpCloudManageEngine Endpoint Central vs MiradoreManageEngine Endpoint Central vs NinjaOneManageEngine Endpoint Central vs ScalefusionJumpCloud vs MiradoreJumpCloud vs NinjaOneJumpCloud vs ScalefusionMiradore vs NinjaOneMiradore vs ScalefusionNinjaOne vs Scalefusion
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Microsoft Intune43%
Microsoft Intune43%02ManageEngine Endpoint Central26%
ManageEngine Endpoint Central26%03JumpCloud9%
JumpCloud9%04Miradore7%
Miradore7%05NinjaOne4%
NinjaOne4%06Scalefusion4%
Scalefusion4%07Jamf0%
Jamf0%08Hexnode UEM0%
Hexnode UEM0%09SOTI MobiControl0%
SOTI MobiControl0%1042Gears SureMDM0%
42Gears SureMDM0%11Ivanti Neurons for UEM0%
Ivanti Neurons for UEM0%12IBM MaaS3600%
IBM MaaS3600%13Omnissa Workspace ONE0%
Omnissa Workspace ONE0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Omnissa Workspace ONE43%
16 of 37 labels negative · 9 of 12 models · 1 hard negative
“The platforms to treat most cautiously — given the overlap of poor user reviews *and* vendor instability — are Omnissa/Workspace ONE and IBM MaaS360.” DeepSeek V4 Flash, negative prompt
Ivanti Neurons for UEM40%
12 of 30 labels negative · 8 of 12 models · 1 hard negative
“Avoid starting new projects with: Ivanti (due to recent security trauma and fragmentation)” Qwen 3.7 Flash, negative prompt
ManageEngine Endpoint Central15%
8 of 53 labels negative · 7 of 12 models
“Good for SMBs with simple needs. Avoid if you need robust reporting, dynamic group settings, or manage a highly diverse, large-scale environment.” Qwen 3.7 Flash, negative prompt
Citrix Endpoint Management100%
5 of 5 labels negative · 5 of 12 models · 2 hard negative
“you should avoid shortlisting this platform as it is largely in maintenance-only mode” Gemini 3.5 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
69 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 999 links across 223 sites, every framing counted. Ranked by the number of answers carrying the site or page.
47 answers · 54 citations · 11 models
43 answers · 53 citations · 11 models
40 answers · 42 citations · 11 models
vendor site · CyberPress39 answers · 41 citations · 10 models
34 answers · 38 citations · 11 models
vendor site · Miradore19 answers · 24 citations · 9 models
vendor site · Venn19 answers · 24 citations · 10 models
vendor site · SuperOps17 answers · 20 citations · 8 models
17 answers · 19 citations · 9 models
16 answers · 16 citations · 9 models
15 answers · 15 citations · 8 models
13 answers · 23 citations · 6 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.
40 answers · 11 models
38 answers · 11 models
34 answers · 10 models
29 answers · 10 models
21 answers · 10 models
21 answers · 9 models
18 answers · 9 models
16 answers · 9 models
13 answers · 7 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Intune 43% | 43% | 386 | 2,240,000 | 403,136 | ||||
| ManageEngine parent site ManageEngine Endpoint Central 26%, ManageEngine Mobile Device Manager Plus 2% | 28% | 244 | 8,100 | 675 | ||||
| JumpCloud jumpcloud.com | 9% | 365 | 12,100 | 244 | 108,479 | $8,612 | 80 | |
| Miradore miradore.com | 7% | 30 | 1,300 | 2,487 | 26,805 | $143 | 32 | |
| NinjaOne ninjaone.com | 4% | 258 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| Scalefusion scalefusion.com | 4% | 54 | 1,900 | 39 | 44,885 | $835 | 99 | 4 |
| Action1 action1.com | 2% | 255 | 8,100 | 87 | 18,854 | $3,801 | 48 | |
| Admin By Request adminbyrequest.com | 2% | 6 | ||||||
| Jamf jamf.com | 0% | 134 | 22,200 | 1,681 | 93,863 | $74 | 47 | |
| Hexnode hexnode.com Hexnode UEM 0% | 0% | 65 | 260 | 5 | 174,074 company | 46 |
Google's top ten for the two searches hold 11 sites; 2 of them are among the sites the models cited here (gartner.com, 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 CentralScalefusionChangedno first choiceagainst: ManageEngine Endpoint Central, NinjaOneAction1against: ManageEngine Endpoint Centralno first choiceagainst: Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONE
Two alternatives
Ivanti Neurons for UEM, NinjaOneFour alternatives
Jamf, Microsoft Intune, NinjaOne, PreyTwo alternatives
Hexnode UEM, MiradoreGPT-5.4 miniMicrosoft IntuneMicrosoft IntuneHeldJamf, Microsoft IntuneMicrosoft Intuneno first choiceagainst: Ivanti Endpoint Manager, Ivanti Endpoint Manager Mobile
Two alternatives
Ivanti Neurons for UEM, JamfTwo alternatives
Jamf, KandjiSeven alternatives
Absolute, Atera, Ivanti Neurons for UEM, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONE, TaniumThree alternatives
Jamf, Kandji, ManageEngine Endpoint CentralGemini 3.5 FlashMicrosoft Intuneagainst: Ivanti Neurons for UEM, Omnissa Workspace ONEMicrosoft IntuneHeldMicrosoft IntuneMicrosoft Intuneagainst: Ivanti Neurons for UEM, Omnissa Workspace ONEMicrosoft Intuneagainst: Google Workspace, Omnissa Workspace ONEagainst: BlackBerry UEM, Citrix Endpoint Management, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE
Three alternatives
Iru, ManageEngine Endpoint Central, NinjaOneFour alternatives
Hexnode UEM, JumpCloud, ManageEngine Endpoint Central, ScalefusionFive alternatives
Ivanti Neurons for UEM, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONE, TaniumThree alternatives
Hexnode UEM, ManageEngine Endpoint Central, MiradoreSeven alternatives
Action1, Hexnode UEM, Jamf, Kandji, ManageEngine Endpoint Central, Miradore, NinjaOnePerplexity SonarManageEngine Endpoint CentralJumpCloudChangedMicrosoft IntuneMicrosoft Intune, Miradoreno first choiceagainst: Atera, Datto RMM, Jamf, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne, Omnissa Workspace ONE
Six alternatives
42Gears SureMDM, Ivanti Neurons for UEM, Jamf, NinjaOne, Quest KACE, SOTI MobiControlThree alternatives
Microsoft Intune, NinjaOne, ScalefusionSeven alternatives
Hexnode UEM, IBM MaaS360, Ivanti Neurons for UEM, Jamf, JumpCloud, ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Atera, ManageEngine Endpoint Central, SyncroGrok 4.20ManageEngine Endpoint Centralagainst: Ivanti Neurons for UEM, Omnissa Workspace ONEMicrosoft IntuneChangedMicrosoft IntuneMiradoreMicrosoft Intuneagainst: BlackBerry UEM, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE
One alternative
Microsoft IntuneFour alternatives
JumpCloud, ManageEngine Mobile Device Manager Plus, Mosyle, NinjaOneSix alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlFour alternatives
Action1, Hexnode UEM, ManageEngine Endpoint Central, Microsoft IntuneThree alternatives
Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONEMistral SmallManageEngine Endpoint CentralJumpCloud, NinjaOneChangedMicrosoft IntuneMicrosoft Intuneno first choiceagainst: Baramundi, Citrix Endpoint Management, Ivanti Neurons for UEM, Matrix42, Sophos Mobile
Two alternatives
NinjaOne, ScalefusionThree alternatives
ManageEngine Endpoint Central, Miradore, ScalefusionSix alternatives
42Gears SureMDM, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlTwo alternatives
JumpCloud, ManageEngine Endpoint CentralDeepSeek V4 FlashManageEngine Endpoint Centralagainst: Ivanti Neurons for UEMMicrosoft IntuneChangedMicrosoft Intuneagainst: NinjaOneMicrosoft Intune, MiradoreMicrosoft Intuneagainst: BlackBerry UEM, Citrix Endpoint Management, IBM MaaS360, Ivanti Neurons for UEM, Omnissa Workspace ONE, SOTI MobiControl
Three alternatives
Microsoft Intune, NinjaOne, ScalefusionThree alternatives
Jamf, Kandji, ManageEngine Endpoint CentralFive alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlOne alternative
ManageEngine Endpoint CentralFive alternatives
Jamf, JumpCloud, ManageEngine Endpoint Central, Omnissa Workspace ONE, ScalefusionLlama 4 MaverickManageEngine Endpoint CentralAdmin By RequestChangedno first choiceMicrosoft Intuneno first choiceagainst: Citrix Endpoint Management, Datto RMM, Hexnode UEM, IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE, Rippling IT, SOTI MobiControl
Two alternatives
NinjaOne, ScalefusionFour alternatives
JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, NinjaOneOne alternative
MiradoreQwen 3.7 FlashManageEngine Endpoint CentralScalefusionChangedagainst: Jamfno first choiceManageEngine Mobile Device Manager Plusagainst: IBM MaaS360, Jamf, MosyleMicrosoft Intuneagainst: Omnissa Workspace ONEagainst: Citrix Endpoint Management, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONE
Two alternatives
Microsoft Intune, NinjaOneTwo alternatives
Hexnode UEM, Microsoft IntuneOne alternative
MiradoreThree alternatives
Jamf, Kandji, ManageEngine Endpoint CentralKimi K2ManageEngine Endpoint CentralMicrosoft IntuneChangedagainst: Omnissa Workspace ONEMicrosoft IntuneManageEngine Endpoint Central, Microsoft Intuneagainst: IBM MaaS360, MobileIron, Omnissa Workspace ONEno first choiceagainst: Baramundi, BlackBerry UEM, IBM MaaS360, Ivanti Endpoint Manager, Omnissa Workspace ONE
Two alternatives
Microsoft Intune, NinjaOneFive alternatives
Google Endpoint Management, Jamf, Kandji, ManageEngine Endpoint Central, NinjaOneSix alternatives
42Gears SureMDM, Ivanti Neurons for MDM / Autonomous Endpoint Management, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlOne alternative
42Gears SureMDMSix alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne, Omnissa Workspace ONEGLM 4.7 FlashXManageEngine Endpoint CentralMicrosoft IntuneChangedMicrosoft IntuneManageEngine Endpoint Centralno first choiceagainst: Cisco Meraki Systems Manager, Hitachi Energy UNEM, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONE
Five alternatives
42Gears SureMDM, Jamf, Microsoft Intune, NinjaOne, SOTI MobiControlEight alternatives
Hexnode UEM, Jamf, JumpCloud, ManageEngine Mobile Device Manager Plus, Miradore, NinjaOne, SOTI MobiControl, ScalefusionFive alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlFour alternatives
Atera, Microsoft Intune, Scalefusion, SyncroMiniMax M2.5ManageEngine Endpoint CentralJumpCloud, NinjaOneChangedMicrosoft IntuneJumpCloud, Microsoft Intuneno first choiceagainst: N-able N-central
Four alternatives
Jamf, NinjaOne, SOTI MobiControl, ScalefusionTwo alternatives
ManageEngine Mobile Device Manager Plus, Microsoft IntuneFour alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlBold 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.
Seventy-two 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 | 2026-09-17 08:53 | yes | 16 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:00 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:24 | yes | 23 | 31 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 08:23 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 09:07 | yes | 26 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:21 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:25 | yes | 8 | 11 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:12 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:39 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:50 | yes | 16 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:36 | yes | 21 | 156 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:26 | yes | 5 | 42 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:02 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:04 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:12 | yes | 13 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 09:12 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:27 | yes | 40 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:24 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:51 | yes | 14 | 12 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:06 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:48 | yes | 15 | 53 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:34 | yes | 7 | 374 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:51 | yes | 5 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:08 | yes | 13 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:27 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:13 | yes | 27 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 09:04 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 09:10 | yes | 28 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:05 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:07 | yes | 18 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:02 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:02 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:27 | yes | 15 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:18 | yes | 12 | 65 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:01 | yes | 8 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:24 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:07 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:17 | yes | 16 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 09:02 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:26 | yes | 36 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:06 | yes | 16 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:10 | yes | 18 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:37 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:22 | yes | 10 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:31 | yes | 9 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:44 | yes | 7 | 13 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:19 | yes | 10 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:34 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:29 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:50 | yes | 10 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 08:51 | yes | 19 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 09:00 | yes | 17 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:30 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:04 | yes | 17 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:31 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:43 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:08 | yes | 13 | 70 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:36 | yes | 22 | 271 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:50 | yes | 5 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:50 | yes | 18 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:59 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:53 | yes | 16 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 09:07 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:29 | yes | 53 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:33 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:43 | yes | 27 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:47 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:17 | yes | 25 | 95 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:05 | yes | 23 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:34 | yes | 42 | 86 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:49 | yes | 15 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
42Gears read as 42Gears SureMDM
42Gears (SureMDM) read as 42Gears SureMDM
Cisco Meraki read as Cisco Meraki Systems Manager
Cisco Meraki (Systems Manager) read as Cisco Meraki Systems Manager
Citrix (Workspace Environment Management) read as Citrix Endpoint Management
Hexnode read as Hexnode UEM
Hexnode (by ManageEngine) read as Hexnode UEM
IBM read as IBM MaaS360
Ivanti read as Ivanti Neurons for UEM
Ivanti (Endpoint Manager / EPMM / Neurons for MDM) read as Ivanti Neurons for UEM
Ivanti (Endpoint Manager / Neurons for UEM) read as Ivanti Neurons for UEM
Ivanti (Endpoint Manager / Neurons) read as Ivanti Neurons for UEM
Ivanti Neurons read as Ivanti Neurons for UEM
Kaseya read as Kaseya VSA
ManageEngine read as ManageEngine Endpoint Central
Omnissa read as Omnissa Workspace ONE
Omnissa (Workspace ONE) read as Omnissa Workspace ONE
Omnissa (formerly VMware Workspace ONE UEM) read as Omnissa Workspace ONE
Omnissa (formerly VMware Workspace ONE) read as Omnissa Workspace ONE
Omnissa (formerly Workspace ONE) read as Omnissa Workspace ONE
Rippling read as Rippling IT
SOTI read as SOTI MobiControl
SOTI (MobiControl) read as SOTI MobiControl
VMware read as Omnissa Workspace ONE
Unresolved, counted raw
Hitachi Energy UNEM (Industrial UEM)
Ivanti Neurons for MDM / Autonomous Endpoint Management
Samsung
Discontinued, still offered
No shut-down product was recommended here.