Unified endpoint management for enterprise buyers
Asked as “unified endpoint management platform”, and as “device management tool for laptops and phones”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
78%
Microsoft IntuneClear leader
78Microsoft Intune18Omnissa Workspace ONE02Hexnode UEM02others
78% 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 an enterprise 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
Microsoft Intune vs ManageEngine Endpoint CentralMicrosoft Intune vs JumpCloudMicrosoft Intune vs Miradore
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.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
One product takes 78% of first choices here, so the chart would put ten markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Five products carry a negative rate above 25% in this category.
What they warned about
Eight of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, Llama 4 Maverick and Qwen 3.7 Flash 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 ONE24%
16 of 68 labels negative · 11 of 12 models · 1 hard negative
“Spin-off uncertainty... Gartner risk warning: Analysts explicitly advised customers to "conduct risk assessment and create contingency plans"” Kimi K2, negative prompt
Ivanti Neurons for UEM31%
11 of 36 labels negative · 9 of 12 models · 2 hard negative
“HIGH CAUTION: Significant Security or Structural Risks... Why exercise extreme caution: Severe security track record” Kimi K2, negative prompt
Citrix Endpoint Management80%
8 of 10 labels negative · 8 of 12 models · 4 hard negative
“Citrix announced it would no longer sell traditional endpoint management (as of July 2022)” Qwen 3.7 Flash, negative prompt
ManageEngine Endpoint Central24%
10 of 41 labels negative · 7 of 12 models · 2 hard negative
“High Caution/Avoid Unless Specific Fit ... Poor scalability for very large fleets ... Best for mid-market, not massive deployments.” Grok 4.20, 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. 941 links across 234 sites, every framing counted. Ranked by the number of answers carrying the site or page.
48 answers · 52 citations · 11 models
vendor site · CyberPress43 answers · 43 citations · 10 models
39 answers · 40 citations · 10 models
33 answers · 37 citations · 11 models
vendor site · Venn27 answers · 33 citations · 10 models
22 answers · 23 citations · 9 models
16 answers · 22 citations · 9 models
vendor site · G216 answers · 16 citations · 8 models
vendor site · Miradore16 answers · 16 citations · 5 models
vendor site · Omnissa15 answers · 22 citations · 7 models
15 answers · 15 citations · 8 models
14 answers · 24 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.
43 answers · 11 models
35 answers · 10 models
31 answers · 10 models
22 answers · 9 models
21 answers · 9 models
20 answers · 9 models
16 answers · 5 models
15 answers · 8 models
14 answers · 7 models
13 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 “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 78% | 78% | 386 | 2,240,000 | 403,136 | ||||
| Omnissa omnissa.com Omnissa Workspace ONE 18% | 18% | 127 | 390 | 21 | 45,805 company | 4 | ||
| ManageEngine parent site ManageEngine Endpoint Central 2%, ManageEngine Mobile Device Manager Plus 0% | 2% | 244 | 8,100 | 675 | ||||
| Hexnode hexnode.com Hexnode UEM 2% | 2% | 65 | 260 | 5 | 174,074 company | 46 | ||
| Jamf jamf.com Jamf 0%, Jamf Pro / Jamf Now 0% | 0% | 134 | 22,200 | 1,681 | 93,863 | $74 | 47 | |
| IBM parent site IBM MaaS360 0% | 0% | 51 | 201,000 | 34,098 | ||||
| Ivanti ivanti.com Ivanti Neurons for UEM 0%, MobileIron 0% | 0% | 73 | 9,900 | 636 | 64,352 company | $179 | 32 | 2 |
| 42Gears 42gears.com 42Gears SureMDM 0% | 0% | 11 | 40 | 0 | 25,068 company | |||
| Cisco parent site Cisco Meraki Systems Manager 0% | 0% | 11 | 165,000 | 48,352 | ||||
| SOTI MobiControl soti.net | 0% | 23 | 880 | 55 | 7,504 | $19,224 | 14 |
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 an enterprise B2B company?”Paraphrase“Which device management tool for laptops and phones would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade unified endpoint management platforms and how do they differ?”Budget-constrained“What is the best unified endpoint management platform 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 unified endpoint management platform. What should we look at?”Negative“Which unified endpoint management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceMicrosoft IntuneChangedMicrosoft IntuneMicrosoft Intuneagainst: Omnissa Workspace ONEno first choiceagainst: IBM MaaS360, Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONE
Four alternatives
Jamf, Kandji, MobileIron, Omnissa Workspace ONEFive alternatives
BlackBerry UEM, IBM MaaS360, Ivanti Endpoint Manager, ManageEngine Endpoint Central, Omnissa Workspace ONEOne alternative
ManageEngine Endpoint CentralGPT-5.4 miniMicrosoft IntuneMicrosoft IntuneHeldagainst: KandjiMicrosoft Intuneagainst: BlackBerry UEMMicrosoft Intuneagainst: ManageEngine Endpoint Centralno first choiceagainst: 42Gears SureMDM, Atera, HCL BigFix, Ivanti Neurons for UEM, Kaseya VSA, ManageEngine Endpoint Central, Microsoft Intune, N-able N-central, NinjaOne, Omnissa Workspace ONE, Raynet
Two alternatives
Jamf, Omnissa Workspace ONEThree alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEFour alternatives
IBM MaaS360, Ivanti Endpoint Manager, Jamf, Omnissa Workspace ONEOne alternative
Ivanti Neurons for UEMGemini 3.5 FlashMicrosoft IntuneMicrosoft IntuneHeldMicrosoft Intune, Omnissa Workspace ONEMicrosoft Intuneagainst: Ivanti Neurons for UEMMicrosoft Intuneagainst: Action1, Citrix Endpoint Management, Hexnode UEM, Ivanti Neurons for UEM, Miradore, Omnissa Workspace ONE
Three alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONESix alternatives
HCL BigFix, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, NinjaOne, TaniumTwo alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEPerplexity SonarMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneHexnode UEMagainst: Omnissa Workspace ONEno first choiceagainst: Atera, Citrix Endpoint Management, Citrix Workspace, Datto RMM, Hexnode UEM, IBM MaaS360, Jamf, ManageEngine Endpoint Central, NinjaOne, Rippling IT, Syncro
Two alternatives
ManageEngine Endpoint Central, NinjaOneThree alternatives
IBM MaaS360, Jamf, Omnissa Workspace ONEFour alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
ManageEngine Endpoint Central, Microsoft IntuneGrok 4.20Microsoft IntuneMicrosoft IntuneHeldMicrosoft Intune, Omnissa Workspace ONEMicrosoft Intuneagainst: ManageEngine Endpoint Central, Omnissa Workspace ONEMicrosoft Intune, Omnissa Workspace ONEagainst: BlackBerry UEM, Citrix Endpoint Management, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONE
One alternative
Omnissa Workspace ONEThree alternatives
Jamf, ManageEngine Mobile Device Manager Plus, Omnissa Workspace ONEThree alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint CentralOne alternative
JamfTwo alternatives
Ivanti Neurons for UEM, JamfMistral SmallMicrosoft Intune, Omnissa Workspace ONEOmnissa Workspace ONEChangedMicrosoft IntuneMicrosoft Intuneagainst: Omnissa Workspace ONEno first choiceagainst: Baramundi, Citrix Endpoint Management, IBM MaaS360, Ivanti Neurons for UEM, Matrix42, Sophos Mobile
Two alternatives
Cisco Meraki Systems Manager, ManageEngine Endpoint CentralTwo alternatives
Cisco Meraki Systems Manager, Microsoft IntuneFour alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEDeepSeek V4 FlashMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft Intuneagainst: Omnissa Workspace ONEno first choiceagainst: BlackBerry UEM, Citrix Endpoint Management, Ivanti Neurons for UEM, Omnissa Workspace ONE
Three alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEFive alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI ONELlama 4 MaverickOmnissa Workspace ONEno first choiceChangedMicrosoft IntuneOmnissa Workspace ONEno first choiceagainst: Citrix Endpoint Management, Hexnode UEM, Jamf, JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne, Omnissa Workspace ONE, SOTI MobiControl
Four alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEQwen 3.7 FlashMicrosoft Intune, Omnissa Workspace ONEMicrosoft IntuneChangedMicrosoft Intuneagainst: ManageEngine Endpoint CentralMicrosoft Intuneagainst: Omnissa Workspace ONEMicrosoft Intuneagainst: ManageEngine MEO / Endpoint Centralagainst: Atera, BlackBerry UEM, Citrix Endpoint Management, Hexnode UEM, Ivanti Neurons for UEM, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONE
Two alternatives
Cisco Meraki Systems Manager, JamfTwo alternatives
Jamf, Omnissa Workspace ONETwo alternatives
Jamf, Omnissa Workspace ONEThree alternatives
Hexnode UEM, ManageEngine Endpoint Central, ScalefusionThree alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEKimi K2Microsoft IntuneMicrosoft IntuneHeldMicrosoft IntuneManageEngine Endpoint Central, Microsoft Intuneagainst: Omnissa Workspace ONEMicrosoft Intune, Omnissa Workspace ONEagainst: Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONE, SOTI MobiControl
One alternative
Omnissa Workspace ONEThree alternatives
IBM MaaS360, Jamf, Omnissa Workspace ONEFive alternatives
Ivanti Neurons for UEM, Jamf Pro / Jamf Now, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlOne alternative
Ivanti Neurons for UEMTwo alternatives
Jamf, ManageEngine Endpoint CentralGLM 4.7 FlashXMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft Intuneagainst: Atera, Hexnode UEM, NinjaOne, ScalefusionMicrosoft Intune, Omnissa Workspace ONEagainst: Ivanti Neurons for UEM, Jamfagainst: Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Matrix42, SOTI MobiControl
Seven alternatives
42Gears SureMDM, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControl, ScalefusionFour alternatives
IBM MaaS360, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONENine alternatives
42Gears SureMDM, BlackBerry UEM, IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Matrix42, Omnissa Workspace ONE, SOTI MobiControlThree alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEMiniMax M2.5Microsoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft Intuneno first choiceagainst: Atera, BlackBerry UEM, Citrix Endpoint Management, Hexnode UEM, Jamf, JumpCloud, Kaseya VSA, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne, Omnissa Workspace ONE, SOTI MobiControl, SolarWinds, Syncro, Trend Micro
Five alternatives
42Gears SureMDM, Cisco Meraki Systems Manager, IBM MaaS360, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
Jamf, Omnissa Workspace ONEFour alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
Hexnode UEM, ManageEngine Endpoint CentralBold 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 08:28 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:58 | yes | 5 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:03 | yes | 15 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 08:36 | yes | 18 | 6 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 08:30 | yes | 36 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:10 | yes | 9 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:57 | yes | 9 | 10 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:35 | yes | 10 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:56 | yes | 13 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:55 | yes | 12 | 175 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:37 | yes | 5 | 42 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:09 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:25 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:02 | yes | 9 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 08:45 | yes | 18 | 5 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 08:37 | yes | 11 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:57 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:45 | yes | 8 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:16 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:59 | yes | 10 | 53 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:41 | yes | 10 | 78 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:44 | yes | 16 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:17 | yes | 9 | 42 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:37 | yes | 14 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:19 | yes | 5 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:19 | yes | 30 | 40 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 08:19 | yes | 20 | 8 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 09:09 | yes | 26 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:43 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:50 | yes | 16 | 19 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:57 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:55 | yes | 10 | 50 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:49 | yes | 19 | 174 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:05 | yes | 15 | 86 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:44 | yes | 10 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:42 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:37 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:47 | yes | 7 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 08:55 | yes | 20 | 6 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 08:19 | yes | 37 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:31 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:35 | yes | 19 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:22 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:34 | yes | 5 | 53 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:36 | yes | 20 | 42 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:47 | yes | 14 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:38 | yes | 5 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:50 | yes | 27 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:40 | yes | 2 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:35 | yes | 4 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 08:20 | yes | 20 | 8 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 08:22 | yes | 15 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:38 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:05 | yes | 23 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:31 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:31 | yes | 10 | 57 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:31 | yes | 15 | 70 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:21 | yes | 25 | 107 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:25 | yes | 5 | 41 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:53 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:54 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:05 | yes | 20 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 08:57 | yes | 20 | 11 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 08:49 | yes | 23 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:03 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:19 | yes | 25 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:07 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:51 | yes | 25 | 118 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:47 | yes | 29 | 47 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:41 | yes | 39 | 107 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:09 | yes | 5 | 71 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
BlackBerry read as BlackBerry UEM
Cisco Meraki read as Cisco Meraki Systems Manager
Citrix read as Citrix Endpoint Management
Citrix (Citrix Endpoint Management) read as Citrix Endpoint Management
Hexnode read as Hexnode UEM
IBM read as IBM MaaS360
IVANTI Neurons read as Ivanti Neurons for UEM
Ivanti read as Ivanti Neurons for UEM
Ivanti (Neurons for UEM / Endpoint Manager) 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
ManageEngine (UEM) 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 Citrix Endpoint Management) read as Omnissa Workspace ONE
Omnissa (formerly VMware Workspace ONE) read as Omnissa Workspace ONE
Rippling read as Rippling IT
SOTI read as SOTI MobiControl
SOTI (MobiControl) read as SOTI MobiControl
VMware (Omnissa) read as Omnissa Workspace ONE
Unresolved, counted raw
IBM MobileFirst
ManageEngine MEO / Endpoint Central
Mocean
Raynet
Scalable UEM (Scalable Systems)
Swif
Discontinued, still offered
No shut-down product was recommended here.