Unified endpoint management for small business buyers
Asked as “unified endpoint management platform”, and as “device management tool for laptops and phones”, on behalf of a small B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
40%
Clear leader
40Microsoft Intune28Miradore09JumpCloud23others
40% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the eight 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 small business.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
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Microsoft Intune40%
Microsoft Intune40%02Miradore28%
Miradore28%03JumpCloud9%
JumpCloud9%04ManageEngine Endpoint Central9%
ManageEngine Endpoint Central9%05Hexnode UEM4%
Hexnode UEM4%06Scalefusion2%
Scalefusion2%07NinjaOne0%
NinjaOne0%08Jamf0%
Jamf0%09Kandji0%
Kandji0%10Mosyle0%
Mosyle0%11Syncro0%
Syncro0%12IBM MaaS3600%
IBM MaaS3600%13Ivanti Neurons for UEM0%
Ivanti Neurons for UEM0%14Omnissa Workspace ONE0%
Omnissa Workspace ONE0%What they warned about
Three 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 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 ONE75%
21 of 28 labels negative · 11 of 12 models · 13 hard negative
“Enterprise-grade UEMs like Omnissa Workspace ONE (formerly VMware) or Ivanti are typically overkill and too complex for small teams.” Gemini 3.5 Flash, comparative prompt
Microsoft Intune20%
12 of 59 labels negative · 10 of 12 models
“High Caution. Only use Intune if you have an experienced internal IT resource or hire an MSP to set up and manage it for you.” Gemini 3.5 Flash, negative prompt
IBM MaaS36073%
8 of 11 labels negative · 7 of 12 models · 6 hard negative
“VMware Workspace ONE and IBM MaaS360 are built for large IT departments with the staff and infrastructure to absorb their complexity” Claude Haiku 4.5, negative prompt
Ivanti Neurons for UEM69%
9 of 13 labels negative · 6 of 12 models · 4 hard negative
“Enterprise-grade UEMs like Omnissa Workspace ONE (formerly VMware) or Ivanti are typically overkill and too complex for small teams.” Gemini 3.5 Flash, comparative 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
65 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. 925 links across 174 sites, every framing counted. Ranked by the number of answers carrying the site or page.
46 answers · 51 citations · 11 models
vendor site · CyberPress38 answers · 38 citations · 10 models
vendor site · Miradore37 answers · 46 citations · 10 models
vendor site · G230 answers · 60 citations · 12 models
vendor site · SuperOps30 answers · 36 citations · 11 models
30 answers · 34 citations · 11 models
29 answers · 29 citations · 10 models
22 answers · 26 citations · 9 models
22 answers · 22 citations · 9 models
20 answers · 21 citations · 10 models
18 answers · 18 citations · 10 models
16 answers · 18 citations · 7 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.
46 answers · 11 models
35 answers · 10 models
34 answers · 10 models
28 answers · 10 models
24 answers · 11 models
21 answers · 10 models
21 answers · 10 models
19 answers · 9 models
18 answers · 8 models
16 answers · 10 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 40% | 40% | 386 | 2,240,000 | 403,136 | ||||
| Miradore miradore.com | 28% | 30 | 1,300 | 2,487 | 26,805 | $143 | 32 | |
| ManageEngine parent site ManageEngine Endpoint Central 9%, ManageEngine Mobile Device Manager Plus 2% | 11% | 244 | 8,100 | 675 | ||||
| JumpCloud jumpcloud.com | 9% | 365 | 12,100 | 244 | 108,479 | $8,612 | 80 | |
| Hexnode hexnode.com Hexnode UEM 4% | 4% | 65 | 260 | 5 | 174,074 company | 46 | ||
| Rippling rippling.com Rippling IT 4% | 4% | 19 | 301,000 | 17,886 | 712,399 company | $42,013 | 115 | |
| Scalefusion scalefusion.com | 2% | 54 | 1,900 | 39 | 44,885 | $835 | 99 | 4 |
| Action1 action1.com | 2% | 255 | 8,100 | 87 | 18,854 | $3,801 | 48 | |
| NinjaOne ninjaone.com | 0% | 258 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| Jamf jamf.com Jamf 0%, Jamf Pro / Jamf Now 0% | 0% | 134 | 22,200 | 1,681 | 93,863 | $74 | 47 |
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 small B2B company?”Paraphrase“Which device management tool for laptops and phones would you recommend to a small business that sells to other businesses?”Comparative“What are the top unified endpoint management platforms for a small team and how do they differ?”Budget-constrained“What is the best unified endpoint management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a unified endpoint management platform. What should we look at?”Negative“Which unified endpoint management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Action1, Miradoreno first choiceChangedMiradoreagainst: ManageEngine Endpoint CentralMiradoreno first choiceagainst: Citrix Endpoint Management, IBM MaaS360, Ivanti Neurons for UEM, LogMeIn Resolve, Omnissa Workspace ONE, Sophos Mobile
One alternative
NinjaOneThree alternatives
Action1, Hexnode UEM, Microsoft IntuneThree alternatives
Hexnode UEM, ManageEngine Endpoint Central, Microsoft IntuneGPT-5.4 miniMicrosoft IntuneMicrosoft IntuneHeldMicrosoft Intuneagainst: Omnissa Workspace ONEMicrosoft Intuneno first choiceagainst: Ivanti Neurons for UEM, Jamf, Microsoft Intune, Omnissa Workspace ONE, SOTI ONE
Three alternatives
Jamf, Kandji, ManageEngine Endpoint CentralTwo alternatives
Apple, Google Endpoint ManagementFour alternatives
Jamf, Kandji, ManageEngine Endpoint Central, NinjaOneThree alternatives
Hexnode UEM, Jamf, ManageEngine Endpoint CentralGemini 3.5 FlashMicrosoft IntuneMicrosoft IntuneHeldagainst: Rippling ITMiradoreagainst: Ivanti Neurons for UEM, Omnissa Workspace ONEManageEngine Mobile Device Manager Plusno first choiceagainst: Hexnode UEM, Miradoreagainst: BlackBerry UEM, IBM MaaS360, Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONE, SOTI ONE
Five alternatives
Hexnode UEM, Jamf, JumpCloud, Kandji, MiradoreTwo alternatives
Hexnode UEM, JumpCloudFive alternatives
Hexnode UEM, Jamf, JumpCloud, Kandji, Microsoft IntuneFour alternatives
Hexnode UEM, Microsoft Intune, Miradore, PreyFive alternatives
Iru, Jamf, JumpCloud, Microsoft Intune, Rippling ITPerplexity SonarMicrosoft Intune, MiradoreMicrosoft Intune, Rippling ITChangedHexnode UEM, MiradoreMiradoreno first choiceagainst: Citrix Endpoint Management, Jamf, Microsoft Intune, Omnissa Workspace ONE, Rippling IT
Two alternatives
NinjaOne, ScalefusionFour alternatives
Hexnode UEM, Jamf, JumpCloud, KandjiFour alternatives
JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, NinjaOneFour alternatives
Hexnode UEM, ManageEngine Endpoint Central, Microsoft Intune, MosyleGrok 4.20Miradoreagainst: Omnissa Workspace ONEHexnode UEM, MiradoreChangedMicrosoft IntuneMiradoreagainst: Microsoft IntuneMicrosoft Intuneagainst: BlackBerry UEM, Citrix Endpoint Management, Hexnode UEM, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE
Three alternatives
Hexnode UEM, Microsoft Intune, NinjaOneTwo alternatives
JumpCloud, Microsoft IntuneFive alternatives
Hexnode UEM, JumpCloud, ManageEngine Endpoint Central, Miradore, NinjaOneTwo alternatives
ManageEngine Endpoint Central, MosyleSix alternatives
Hexnode UEM, Jamf, ManageEngine Endpoint Central, NinjaOne, Scalefusion, SyncroMistral SmallJumpCloudno first choiceChangedMicrosoft Intuneagainst: Citrix Workspace, ManageEngine Endpoint CentralMiradoreno first choiceagainst: IBM MaaS360against: Baramundi, Citrix Endpoint Management, IBM MaaS360, Ivanti Neurons for UEM, Matrix42, Sophos Mobile
Two alternatives
Hexnode UEM, ScalefusionFour alternatives
Hexnode UEM, JumpCloud, Scalefusion, SyncroOne alternative
SyncroDeepSeek V4 FlashJumpCloud, Microsoft Intune, MiradoreMicrosoft IntuneChangedagainst: JamfJumpCloud, Miradoreagainst: Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONEManageEngine Endpoint Central, Microsoft IntuneMicrosoft Intuneagainst: Ivanti Neurons for UEM, Omnissa Workspace ONEagainst: Citrix Workspace, IBM MaaS360, Ivanti Neurons for UEM, Omnissa Workspace ONE, Swif.ai
Six alternatives
Hexnode UEM, Jamf, Kandji, ManageEngine Endpoint Central, Mosyle, NinjaOneFour alternatives
Iru, ManageEngine Mobile Device Manager Plus, Mosyle, NinjaOneThree alternatives
Hexnode UEM, ManageEngine Endpoint Central, ScalefusionTwo alternatives
Miradore, MosyleFour alternatives
Hexnode UEM, Jamf, ManageEngine Endpoint Central, MiradoreLlama 4 MaverickJumpCloudRippling ITChangedManageEngine Endpoint Centralagainst: Citrix Workspace, ManageEngine Endpoint CentralManageEngine Endpoint Centralno first choiceagainst: Citrix Endpoint Management, Jamf, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE
Four alternatives
AirDroid Business, Deel IT, NinjaOne, PreySix alternatives
Hexnode UEM, JumpCloud, Microsoft Intune, Scalefusion, SuperOps, SyncroThree alternatives
Citrix Workspace, JumpCloud, SyncroQwen 3.7 FlashHexnode UEMagainst: Microsoft IntuneScalefusionChangedagainst: Microsoft IntuneMicrosoft IntuneMiradoreMicrosoft Intuneagainst: Jamf, Omnissa Workspace ONEagainst: Baramundi, Cisco Meraki Systems Manager, Citrix Endpoint Management, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControl
Two alternatives
ManageEngine Mobile Device Manager Plus, MosyleTwo alternatives
Miradore, MosyleFive alternatives
Hexnode UEM, Jamf Pro / Jamf Now, JumpCloud, Kandji, PrimoTwo alternatives
Microsoft Intune, ScalefusionThree alternatives
Kandji, NinjaOne, ScalefusionKimi K2JumpCloud, Miradoreagainst: Microsoft IntuneMicrosoft IntuneChangedMicrosoft Intune, MiradoreManageEngine Endpoint Central, MiradoreMicrosoft Intuneagainst: IBM MaaS360, Ivanti Neurons for UEM, Omnissa Workspace ONEagainst: BlackBerry UEM, Omnissa Workspace ONE, Quest KACE, SOTI MobiControl
Three alternatives
Hexnode UEM, NinjaOne, ScalefusionFive alternatives
Hexnode UEM, Jamf, Miradore, Mosyle, ScalefusionFour alternatives
Jamf Pro / Jamf Now, ManageEngine Endpoint Central, Mosyle, NinjaOneTwo alternatives
Hexnode UEM, Microsoft IntuneFour alternatives
Jamf, ManageEngine Endpoint Central, NinjaOne, ScalefusionGLM 4.7 FlashXMicrosoft Intuneagainst: Omnissa Workspace ONEMicrosoft IntuneHeldSyncroMicrosoft Intuneno first choiceagainst: Hexnode UEM, IBM MaaS360, Jamf, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE, Saviynt
Eight alternatives
Hexnode UEM, Jamf, JumpCloud, ManageEngine Endpoint Central, Miradore, NinjaOne, Scalefusion, SyncroNine alternatives
AirDroid Business, Jamf, JumpCloud, Kandji, ManageEngine Mobile Device Manager Plus, Miradore, NinjaOne, Rippling IT, ScalefusionSix alternatives
Jamf, JumpCloud, Kandji, ManageEngine Endpoint Central, Microsoft Intune, NinjaOneTwo alternatives
Jamf, ManageEngine Mobile Device Manager PlusMiniMax M2.5ManageEngine Endpoint Central, Microsoft Intuneno first choiceChangedMiradoreMiradoreno first choiceagainst: IBM MaaS360, Ivanti Endpoint Manager, Microsoft Intune, Omnissa Workspace ONE
Three alternatives
Jamf, NinjaOne, SyncroThree alternatives
Atera, NinjaOne, SyncroThree alternatives
IBM MaaS360, Microsoft Intune, NinjaOneBold 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 09:10 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:17 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:24 | yes | 16 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 08:45 | yes | 20 | 4 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 09:03 | yes | 37 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:58 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:31 | yes | 18 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:01 | yes | 10 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:03 | yes | 13 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:04 | yes | 14 | 58 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:22 | yes | 8 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:28 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:05 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:56 | yes | 8 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 08:20 | yes | 20 | 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 09:06 | yes | 31 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:57 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:04 | yes | 10 | 15 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:59 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:32 | yes | 5 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:21 | yes | 7 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:13 | yes | 9 | 100 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:53 | no | 0 | 65 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:11 | yes | 15 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:05 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:19 | yes | 8 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 08:45 | 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 08:58 | yes | 40 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:05 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:52 | yes | 25 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:41 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:06 | yes | 5 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:26 | yes | 19 | 54 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:57 | yes | 22 | 44 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:04 | yes | 23 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:07 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:40 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:11 | yes | 15 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 08:26 | yes | 20 | 4 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 09:01 | yes | 36 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:48 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:37 | yes | 9 | 9 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:57 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:01 | yes | 15 | 76 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:59 | yes | 14 | 91 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:58 | yes | 13 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:09 | yes | 9 | 41 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:02 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:05 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:09 | yes | 15 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 08:55 | yes | 19 | 7 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 08:49 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:16 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:48 | yes | 16 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:06 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:00 | no | 0 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:09 | yes | 13 | 67 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:03 | yes | 23 | 56 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:58 | no | 0 | 11 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:55 | yes | 15 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:44 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:36 | yes | 17 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 08:48 | 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 08:35 | yes | 22 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:58 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:38 | yes | 26 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:44 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:18 | yes | 9 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:39 | yes | 29 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:46 | yes | 27 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:41 | yes | 23 | 42 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
Citrix read as Citrix Endpoint Management
Citrix (Workspace Environment) read as Citrix Endpoint Management
Hexnode read as Hexnode UEM
Ivanti read as Ivanti Neurons for UEM
Ivanti (Endpoint Manager / Neurons UEM) read as Ivanti Neurons for UEM
Ivanti Neurons read as Ivanti Neurons for UEM
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) read as Omnissa Workspace ONE
Rippling read as Rippling IT
Rippling (IT Cloud) read as Rippling IT
SOTI read as SOTI MobiControl
VMware read as Omnissa Workspace ONE
Unresolved, counted raw
Avast Essential Business Security
Samsung Knox Suite
Swif.ai
Zecurit Endpoint Manager
Discontinued, still offered
No shut-down product was recommended here.