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. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
54%
Clear leader
54Microsoft Intune18ManageEngine Endpoint Central14Action114others
54% of first choices, clear leader.
Since October 2026▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.Microsoft Intune held the lead, +15 points on 39%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Microsoft Intune36%Contested▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Intune54%Clear leader▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.This pageEnterpriseMicrosoft Intune86%Clear leader▲+1Since October 2026: 85% → 86%, +1 point. Inside the 11-point floor: within noise.Standing →
Microsoft Intune36%Contested▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Intune54%Clear leader▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.This pageEnterpriseMicrosoft Intune86%Clear leader▲+1Since October 2026: 85% → 86%, +1 point. Inside the 11-point floor: within noise.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 October 2026
01Microsoft Intune54%12%74endorsed leader▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.39% → 54%
Microsoft Intune54%12%74endorsed leader▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.39% → 54%02
ManageEngine Endpoint Central18%9%57accepted challenger▼−9Since October 2026: 27% → 18%, −9 points. Inside the 11-point floor: within noise.27% → 18%
ManageEngine Endpoint Central18%9%57accepted challenger▼−9Since October 2026: 27% → 18%, −9 points. Inside the 11-point floor: within noise.27% → 18%03
Action114%6%18accepted challenger▲+7Since October 2026: 7% → 14%, +7 points. Inside the 11-point floor: within noise.7% → 14%
Action114%6%18accepted challenger▲+7Since October 2026: 7% → 14%, +7 points. Inside the 11-point floor: within noise.7% → 14%04
NinjaOne10%7%43accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%
NinjaOne10%7%43accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%05
Scalefusion2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Scalefusion2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the seven products at 0%, ordered by negative rate
12
Citrix Endpoint Management0%50%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Citrix Endpoint Management0%50%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Omnissa Workspace ONE0%33%43criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Omnissa Workspace ONE0%33%43criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Ivanti Neurons for UEM0%30%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ivanti Neurons for UEM0%30%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Jamf0%12%43accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Jamf0%12%43accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
Hexnode UEM0%8%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hexnode UEM0%8%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
IBM MaaS3600%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IBM MaaS3600%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
JumpCloud0%0%21accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
JumpCloud0%0%21accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to head
All ten head-to-head pages: the top five products, each against each
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% negative70%
Key
01Microsoft Intune54%
Microsoft Intune54%02ManageEngine Endpoint Central18%
ManageEngine Endpoint Central18%03Action114%
Action114%04NinjaOne10%
NinjaOne10%05Scalefusion2%
Scalefusion2%06Jamf0%
Jamf0%07JumpCloud0%
JumpCloud0%08Hexnode UEM0%
Hexnode UEM0%09Omnissa Workspace ONE0%
Omnissa Workspace ONE0%10IBM MaaS3600%
IBM MaaS3600%11Ivanti Neurons for UEM0%
Ivanti Neurons for UEM0%12Citrix Endpoint Management0%
Citrix Endpoint Management0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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 ONE33%
14 of 43 labels negative · 9 of 14 models · 2 hard negative
“Workspace ONE UEM contains a Server-Side Request Forgery (SSRF) Vulnerability and a Secondary Context Path Traversal Vulnerability” Claude Haiku 4.5, negative prompt
Microsoft Intune12%
9 of 74 labels negative · 9 of 14 models
“Microsoft Intune is a popular choice for organizations invested in the Microsoft 365 ecosystem, but may not be the best fit for companies with complex use cases or diverse tech environments.” Llama 4 Maverick, negative prompt
Ivanti Neurons for UEM30%
8 of 27 labels negative · 7 of 14 models · 4 hard negative
“Avoid or heavily scrutinize Ivanti until they demonstrate a sustained period without critical infrastructure vulnerabilities” Kimi K2, negative prompt
Citrix Endpoint Management50%
5 of 10 labels negative · 5 of 14 models · 3 hard negative
“Avoid Citrix Endpoint Management and Heimdal unless you have a specific niche need.” DeepSeek V4 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 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. 874 links across 193 sites, every framing counted. Ranked by the number of answers carrying the site or page. 26 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.
31 answers · 31 citations · 10 models
24 answers · 32 citations · 11 models
23 answers · 32 citations · 10 models
22 answers · 22 citations · 9 models
vendor site · ManageEngine20 answers · 29 citations · 10 models
vendor site · Microsoft20 answers · 26 citations · 9 models
vendor site · NinjaOne18 answers · 22 citations · 12 models
18 answers · 20 citations · 9 models
17 answers · 30 citations · 10 models
17 answers · 26 citations · 6 models
vendor site · Venn16 answers · 18 citations · 8 models
15 answers · 27 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.
31 answers · 10 models
22 answers · 9 models
21 answers · 10 models
20 answers · 9 models
14 answers · 9 models
13 answers · 8 models
12 answers · 9 models
11 answers · 8 models
11 answers · 8 models
11 answers · 9 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 54% | 54% | 386 | 2,240,000 | 403,136 | ||||
| ManageEngine parent site ManageEngine Endpoint Central 18%, ManageEngine Mobile Device Manager Plus 0% | 18% | 244 | 8,100 | 675 | ||||
| Action1 action1.com | 14% | 255 | 8,100 | 87 | 18,854 | $3,801 | 48 | |
| NinjaOne ninjaone.com | 10% | 258 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| Scalefusion scalefusion.com | 2% | 54 | 1,900 | 39 | 44,885 | $835 | 99 | 4 |
| ManageEngine Unified Endpoint Management | 2% | |||||||
| Jamf jamf.com | 0% | 134 | 22,200 | 1,681 | 93,863 | $74 | 47 | |
| JumpCloud jumpcloud.com | 0% | 365 | 12,100 | 244 | 108,479 | $8,612 | 80 | |
| Hexnode hexnode.com Hexnode UEM 0% | 0% | 65 | 260 | 5 | 174,074 company | 46 | ||
| Omnissa omnissa.com Omnissa Workspace ONE 0% | 0% | 127 | 390 | 21 | 45,805 company | 4 |
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 Centralagainst: Omnissa Workspace ONEManageEngine Unified Endpoint Management, Microsoft IntuneChangedagainst: Cisco Meraki Systems Managerno first choiceManageEngine Endpoint Centralagainst: HCL BigFix, Taniumno first choiceagainst: Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONE
Two alternatives
Microsoft Intune, NinjaOneOne alternative
JamfThree alternatives
Hexnode UEM, JumpCloud, Zecurit Endpoint ManagerGPT-5.4 miniMicrosoft IntuneMicrosoft IntuneHeldno first choiceMicrosoft Intuneno first choiceagainst: Ivanti Endpoint Manager Mobile
Three alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEThree alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEOne alternative
ManageEngine Endpoint CentralGemini 3.5 FlashMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneManageEngine Endpoint Centralagainst: Ivanti Neurons for UEM, Omnissa Workspace ONEno first choiceagainst: Omnissa Workspace ONEagainst: BlackBerry UEM, Ivanti Neurons for UEM, Jamf, Kandji, Microsoft ConfigMgr/SCCM, Microsoft Intune, NinjaOne, Omnissa Workspace ONE
Four alternatives
Hexnode UEM, JumpCloud, ManageEngine Endpoint Central, NinjaOneFour alternatives
Hexnode UEM, JumpCloud, Rippling IT Cloud, ScalefusionSeven alternatives
Action1, HCL BigFix, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, TaniumFive alternatives
Hexnode UEM, JumpCloud, Microsoft Intune, Miradore, ScalefusionSix alternatives
Jamf, JumpCloud, Kandji, ManageEngine Endpoint Central, Microsoft Intune, NinjaOnePerplexity SonarMicrosoft Intuneagainst: Action1Microsoft IntuneHeldMicrosoft IntuneAction1Microsoft Intuneagainst: Atera, Citrix Endpoint Management, Datto RMM, Heimdal, Ivanti Neurons for UEM, Microsoft Intune, NinjaOne, Omnissa Workspace ONE
Three alternatives
Jamf, Kandji, ManageEngine Endpoint CentralThree alternatives
Jamf, JumpCloud, ManageEngine Mobile Device Manager PlusSeven alternatives
Action1, IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONEFour alternatives
Hexnode UEM, ManageEngine Endpoint Central, Microsoft Intune, MiradoreGrok 4.20Microsoft Intuneagainst: BlackBerry UEM, Ivanti Neurons for UEM, TaniumMicrosoft IntuneHeldagainst: TaniumMicrosoft Intuneagainst: HCL BigFix, Symantec Endpoint Management, TaniumAction1Microsoft Intuneagainst: Fleet, OSQueryagainst: Citrix Endpoint Management, Hexnode UEM, Jamf, Microsoft Intune, N-able N-central, Omnissa Workspace ONE
Three alternatives
ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONEThree alternatives
JumpCloud, ManageEngine Endpoint Central, NinjaOneSix alternatives
Hexnode UEM, IBM MaaS360, Ivanti Unified Endpoint Manager, Jamf, NinjaOne, Omnissa Workspace ONEThree alternatives
ManageEngine Endpoint Central, Microsoft Intune, NinjaOneFour alternatives
Jamf, ManageEngine Endpoint Central, MobileIron, Omnissa Workspace ONEMistral SmallMicrosoft Intuneno first choiceChangedMicrosoft IntuneAction1no first choiceagainst: 42Gears SureMDM, Ivanti Neurons for UEM, ManageEngine Endpoint Central, SOTI MobiControl
Two alternatives
Ivanti Neurons for UEM, ManageEngine Endpoint CentralSeven alternatives
42Gears SureMDM, Cisco Meraki Systems Manager, Ivanti Neurons for UEM, Jamf, NinjaOne, Omnissa Workspace ONE, baramundi Management SuiteThree alternatives
ManageEngine Endpoint Central, Microsoft Intune, NinjaOneDeepSeek V4 FlashNinjaOneMicrosoft IntuneChangedJamf, Microsoft IntuneAction1, ManageEngine Endpoint CentralMicrosoft Intuneagainst: Citrix Endpoint Management, Heimdal, IBM MaaS360, Ivanti Neurons UEM, MobileIron, Omnissa Workspace ONE, SOTI MobiControl
Four alternatives
Hexnode UEM, JumpCloud, ManageEngine Endpoint Central, Microsoft IntuneThree alternatives
Hexnode UEM, Jamf, NinjaOneEight alternatives
BlackBerry UEM, Hexnode UEM, IBM MaaS360, Ivanti Neurons for UEM, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONE, ScalefusionThree alternatives
Hexnode UEM, JumpCloud, Microsoft IntuneSix alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONELlama 4 MaverickManageEngine Endpoint Centralno first choiceChangedno first choiceNinjaOneno first choiceagainst: ManageEngine Endpoint Central, Microsoft Intune
Three alternatives
ManageEngine Endpoint Central, Microsoft Intune, ScalefusionQwen 3.7 FlashMicrosoft Intuneagainst: Jamf Workspace OneMicrosoft IntuneHeldMicrosoft IntuneAction1Microsoft Intuneagainst: Citrix Endpoint Management, Dell Digital Delivery/Dell Device Manager, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Mosyle, Omnissa Workspace ONE, SOTI MobiControl
Three alternatives
Hexnode UEM, ManageEngine Endpoint Central, ScalefusionThree alternatives
Jamf, NinjaOne, Omnissa Workspace ONEFive alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONEFour alternatives
ManageEngine Endpoint Central, Microsoft Intune, Miradore, NinjaOneTwo alternatives
Kandji, ScalefusionKimi K2NinjaOneNinjaOneHeldMicrosoft IntuneAction1Microsoft Intuneagainst: Omnissa Workspace ONEagainst: Citrix Endpoint Management, Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONE
Three alternatives
JumpCloud, ManageEngine Endpoint Central, Microsoft IntuneThree alternatives
Hexnode UEM, Jamf, Microsoft IntuneFive alternatives
BlackBerry UEM, IBM MaaS360, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
ManageEngine Endpoint Central, Microsoft Intune, NinjaOneThree alternatives
JumpCloud, ManageEngine Endpoint Central, NinjaOneGLM 4.7 FlashXManageEngine Endpoint CentralMicrosoft IntuneChangedJamf, Microsoft IntuneAction1no first choiceagainst: Hexnode UEM, Jamf, LogMeIn Resolve, Microsoft Intune, NinjaOne
Three alternatives
Microsoft Intune, NinjaOne, Omnissa Workspace ONEThree alternatives
Jamf, ManageEngine Endpoint Central, NinjaOneThree alternatives
Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONEFive alternatives
ManageEngine Endpoint Central, Microsoft Intune, Miradore, NinjaOne, ScalefusionMiniMax M2.5NinjaOneMicrosoft IntuneChangedJamf, Microsoft Intuneagainst: Omnissa Workspace ONEManageEngine Endpoint CentralMicrosoft Intuneagainst: Jamf, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE
Two alternatives
ManageEngine Endpoint Central, Microsoft IntuneThree alternatives
Hexnode UEM, NinjaOne, ScalefusionFour alternatives
Ivanti Neurons Platform, ManageEngine Endpoint Central, NinjaOne, SOTI ONEThree alternatives
Action1, JumpCloud, Microsoft IntuneThree alternatives
JumpCloud, ManageEngine Endpoint Central, NinjaOneGPT-6 LunaMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneManageEngine Endpoint CentralMicrosoft Intuneagainst: Ivanti EPMM, Microsoft Intune, Omnissa Workspace ONE
Three alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
Jamf, ManageEngine Endpoint CentralSix alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlOne alternative
Microsoft IntuneThree alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEMuse Glimmer 30BMicrosoft Intuneagainst: TaniumMicrosoft IntuneHeldJamf, Microsoft IntuneManageEngine Endpoint Central, Scalefusionno first choiceagainst: Ivanti Endpoint Manager, ManageEngine Endpoint Central
Three alternatives
Jamf, ManageEngine Endpoint Central, NinjaOneFour alternatives
Jamf, ManageEngine Endpoint Central, NinjaOne, ScalefusionSix alternatives
Hexnode UEM, Ivanti Neurons Platform, JumpCloud, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI ONEThree alternatives
Action1, ManageEngine Mobile Device Manager Plus, MiradoreBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | yes | 17 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:01 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:41 | yes | 12 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 19:22 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:56 | yes | 10 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:23 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:01 | yes | 23 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:01 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:51 | yes | 5 | 15 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:01 | yes | 17 | 39 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:26 | yes | 22 | 58 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:08 | yes | 5 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 5 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:20 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:36 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:06 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:18 | no | 0 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:02 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:06 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:04 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:21 | yes | 15 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:42 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:03 | yes | 5 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:49 | yes | 15 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:02 | yes | 14 | 65 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:01 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:12 | yes | 6 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:25 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:39 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:59 | yes | 9 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:42 | yes | 9 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:43 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 15 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:20 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:15 | yes | 25 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:17 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:51 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:37 | yes | 19 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:56 | yes | 25 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:29 | yes | 5 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:11 | yes | 8 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:05 | yes | 22 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:45 | yes | 10 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:33 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:45 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:20 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:52 | yes | 13 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:06 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:33 | yes | 23 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:38 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:47 | yes | 18 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:15 | yes | 12 | 66 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:24 | yes | 15 | 44 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:05 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:12 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:02 | yes | 10 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:25 | yes | 4 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:03 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:18 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:27 | yes | 5 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:42 | yes | 23 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:05 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:55 | yes | 18 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:13 | yes | 15 | 17 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:10 | yes | 10 | 47 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:36 | yes | 5 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:29 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:06 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:58 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:46 | yes | 9 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:38 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:04 | yes | 25 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:29 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:44 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:50 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:03 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:58 | yes | 25 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:49 | yes | 23 | 98 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | yes | 25 | 59 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:21 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:36 | yes | 24 | 33 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
BlackBerry read as BlackBerry UEM
Blackberry read as BlackBerry UEM
Cisco Meraki read as Cisco Meraki Systems Manager
Hexnode read as Hexnode UEM
Ivanti read as Ivanti Neurons for UEM
Ivanti (Endpoint Manager / EPM) read as Ivanti Neurons for UEM
Ivanti (Endpoint Manager / EPMM / Neurons) read as Ivanti Neurons for UEM
Ivanti (Neurons for UEM, Endpoint Manager, and EPMM) read as Ivanti Neurons for UEM
Ivanti Neurons read as Ivanti Neurons for UEM
ManageEngine read as ManageEngine Endpoint Central
Omnissa (Workspace ONE) read as Omnissa Workspace ONE
Omnissa (formerly VMware Workspace ONE) read as Omnissa Workspace ONE
SOTI read as SOTI MobiControl
VMware read as Omnissa Workspace ONE
Unresolved, counted raw
Dell Digital Delivery/Dell Device Manager
Ivanti EPMM
Ivanti Neurons Platform
Ivanti Neurons UEM
Jamf Workspace One (Omnissa)
ManageEngine Unified Endpoint Management
Microsoft ConfigMgr/SCCM
Neurons for MDM
NinjaOne MDM
Rippling IT Cloud
Scalefusion Mobile Device Management
Tangoe One Mobile
Zecurit Endpoint Manager
baramundi Management Suite
deeploi
Discontinued, still offered
No shut-down product was recommended here.