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. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
36%
Contested · NinjaOne 22%
36Microsoft Intune22NinjaOne10ManageEngine Endpoint Central31others
36% of first choices, contested.
Since October 2026▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.Microsoft Intune held the lead, +8 points on 28%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Microsoft Intune36%Contested▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.This pageMid-marketMicrosoft Intune54%Clear leader▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.Standing →EnterpriseMicrosoft 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.This pageMid-marketMicrosoft Intune54%Clear leader▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.Standing →EnterpriseMicrosoft 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Intune36%10%68endorsed leader▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.28% → 36%
Microsoft Intune36%10%68endorsed leader▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.28% → 36%02
NinjaOne22%2%54accepted challenger▲+7Since October 2026: 15% → 22%, +7 points. Inside the 11-point floor: within noise.15% → 22%
NinjaOne22%2%54accepted challenger▲+7Since October 2026: 15% → 22%, +7 points. Inside the 11-point floor: within noise.15% → 22%03
ManageEngine Endpoint Central10%23%44accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%
ManageEngine Endpoint Central10%23%44accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%04
Action19%0%32accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise.2% → 9%
Action19%0%32accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise.2% → 9%05
Miradore7%0%24accepted challenger▼−12Since October 2026: 19% → 7%, −12 points. Past the 11-point floor: movement.19% → 7%
Miradore7%0%24accepted challenger▼−12Since October 2026: 19% → 7%, −12 points. Past the 11-point floor: movement.19% → 7%06
Scalefusion3%0%38accepted challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%
Scalefusion3%0%38accepted challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%07
Mosyle2%6%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Mosyle2%6%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Kandji2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Kandji2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
14
Omnissa Workspace ONE0%87%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Omnissa Workspace ONE0%87%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
IBM MaaS3600%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IBM MaaS3600%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Ivanti Neurons for UEM0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ivanti Neurons for UEM0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Jamf0%22%36accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Jamf0%22%36accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Hexnode UEM0%4%27accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Hexnode UEM0%4%27accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%09
JumpCloud0%0%43accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
JumpCloud0%0%43accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one 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.
Head to head
Microsoft Intune vs ManageEngine Endpoint CentralMicrosoft Intune vs Action1Microsoft Intune vs NinjaOne
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Intune36%
Microsoft Intune36%02NinjaOne22%
NinjaOne22%03ManageEngine Endpoint Central10%
ManageEngine Endpoint Central10%04Action19%
Action19%05Miradore7%
Miradore7%06Scalefusion3%
Scalefusion3%07Mosyle2%
Mosyle2%08Kandji2%
Kandji2%09JumpCloud0%
JumpCloud0%10Hexnode UEM0%
Hexnode UEM0%11Jamf0%
Jamf0%12Ivanti Neurons for UEM0%
Ivanti Neurons for UEM0%13IBM MaaS3600%
IBM MaaS3600%14Omnissa Workspace ONE0%
Omnissa Workspace ONE0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B 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 ONE87%
20 of 23 labels negative · 13 of 14 models · 14 hard negative
“Over-indexing on legacy enterprise vendors: VMware Workspace ONE (Omnissa) or Ivanti are powerful, but they often require dedicated certification, heavy professional services, and high administrative overhead” Gemini 3.5 Flash, scale prompt
IBM MaaS36086%
12 of 14 labels negative · 10 of 14 models · 9 hard negative
“its interface and user experience feel dated and unintuitive... Smaller accounts also frequently report feeling deprioritized” Gemini 3.5 Flash, negative prompt
ManageEngine Endpoint Central23%
10 of 44 labels negative · 7 of 14 models · 2 hard negative
“Its dense, module-heavy interface brings a steep learning curve” Claude Haiku 4.5, negative prompt
Microsoft Intune10%
7 of 68 labels negative · 7 of 14 models · 1 hard negative
“Watch out for licensing complexity and configuration overhead that make Intune a poor fit for small IT teams” Claude Haiku 4.5, 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. 895 links across 167 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.
41 answers · 49 citations · 11 models
38 answers · 46 citations · 11 models
38 answers · 38 citations · 11 models
27 answers · 39 citations · 8 models
25 answers · 25 citations · 9 models
vendor site · Action123 answers · 29 citations · 12 models
vendor site · G222 answers · 45 citations · 9 models
vendor site · ManageEngine22 answers · 31 citations · 12 models
21 answers · 23 citations · 8 models
20 answers · 21 citations · 7 models
vendor site · SuperOps19 answers · 20 citations · 8 models
vendor site · Miradore18 answers · 19 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
40 answers · 11 models
37 answers · 10 models
30 answers · 9 models
25 answers · 9 models
17 answers · 8 models
16 answers · 8 models
14 answers · 7 models
14 answers · 6 models
14 answers · 7 models
14 answers · 8 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 36%, Microsoft 365 0% | 36% | 386 | 2,240,000 | 403,136 | ||||
| NinjaOne ninjaone.com | 22% | 258 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| ManageEngine parent site ManageEngine Endpoint Central 10%, ManageEngine Mobile Device Manager Plus 3% | 14% | 244 | 8,100 | 675 | ||||
| Action1 action1.com | 9% | 255 | 8,100 | 87 | 18,854 | $3,801 | 48 | |
| Miradore miradore.com | 7% | 30 | 1,300 | 2,487 | 26,805 | $143 | 32 | |
| Scalefusion scalefusion.com | 3% | 54 | 1,900 | 39 | 44,885 | $835 | 99 | 4 |
| Mosyle mosyle.com | 2% | 15 | 8,100 | 187 | 6,831 | 4 | ||
| Kandji iru.com | 2% | 20 | 4,400 | 148 | 12,579 | 32 | ||
| Rippling rippling.com Rippling IT 2% | 2% | 19 | 301,000 | 17,886 | 712,399 company | $42,013 | 115 | |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 2% | 2% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 |
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 4.5MiradoreRippling ITChangedAction1against: ManageEngine Endpoint CentralAction1, Miradoreno first choiceagainst: BlackBerry UEM, IBM MaaS360, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONE
Four alternatives
Hexnode UEM, ManageEngine Endpoint Central, Microsoft Intune, NinjaOneFour alternatives
JumpCloud, Microsoft Intune, Miradore, ScalefusionFour alternatives
Hexnode UEM, Jamf, Microsoft Intune, NinjaOneTwo alternatives
Hexnode UEM, NinjaOneGPT-5.4 miniMicrosoft Intune, NinjaOneMicrosoft IntuneChangedMicrosoft IntuneManageEngine Endpoint Centralno first choiceagainst: Ivanti Endpoint Manager, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Microsoft Intune
Two alternatives
Jamf, ManageEngine Endpoint CentralTwo alternatives
Google Endpoint Management, JamfFour alternatives
Jamf, Kandji, ManageEngine Endpoint Central, NinjaOneTwo alternatives
Microsoft Intune, NinjaOneGemini 3.5 FlashMicrosoft IntuneMicrosoft IntuneHeldJumpCloudAction1Kandjiagainst: Ivanti Neurons for UEM, Omnissa Workspace ONEagainst: BlackBerry UEM, HCL BigFix, IBM MaaS360, Ivanti Neurons for UEM, Jamf, Legacy Citrix Endpoint Management, Microsoft Intune, Omnissa Workspace ONE, Standalone Microsoft SCCM / MECM, Tanium
Six alternatives
Hexnode UEM, Jamf, JumpCloud, Kandji, NinjaOne, ScalefusionTwo alternatives
JumpCloud, Rippling ITFive alternatives
Hexnode UEM, Jamf, Microsoft Intune, NinjaOne, Rippling ITFive alternatives
Jamf, ManageEngine Endpoint Central, Microsoft Intune, Miradore, ScalefusionSeven alternatives
Hexnode UEM, Jamf, JumpCloud, Microsoft Intune, Mosyle, Rippling IT, ScalefusionPerplexity SonarNinjaOneMicrosoft IntuneChangedagainst: Jamf, MosyleManageEngine Endpoint Central, NinjaOneAction1against: NinjaOneno first choiceagainst: 42Gears SureMDM, Citrix Workspace, IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControl
Six alternatives
Action1, Jamf, ManageEngine Endpoint Central, Microsoft Intune, Scalefusion, SyncroTwo alternatives
ManageEngine Mobile Device Manager Plus, MiradoreFour alternatives
Action1, Microsoft Intune, Miradore, ScalefusionTwo alternatives
ManageEngine Endpoint Central, MiradoreGrok 4.20NinjaOneagainst: Omnissa Workspace ONE, TaniumMicrosoft IntuneChangedagainst: Jamf, ManageEngine Endpoint CentralNinjaOneagainst: IBM MaaS360, Omnissa Workspace ONENinjaOneagainst: IBM MaaS360, Ivanti Neurons for UEM, Omnissa Workspace ONEMicrosoft Intuneagainst: Ivanti Neurons for UEM, Omnissa Workspace ONEagainst: Aagon, Citrix Endpoint Management, IBM MaaS360, Ivanti Neurons for UEM, Jamf, KACE, ManageEngine Endpoint Central, Microsoft Intune, N-able N-central, Omnissa Workspace ONE, SolarWinds
Two alternatives
JumpCloud, Microsoft IntuneThree alternatives
Hexnode UEM, JumpCloud, NinjaOneFour alternatives
JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, ScalefusionFour alternatives
Action1, JumpCloud, ManageEngine Endpoint Central, Microsoft IntuneThree alternatives
Action1, ManageEngine Endpoint Central, NinjaOneMistral SmallMicrosoft Intuneno first choiceChangedNinjaOneManageEngine Mobile Device Manager Plus, Mosyleno first choiceagainst: Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControl
Four alternatives
Action1, JumpCloud, Primo, ScalefusionFour alternatives
Action1, JumpCloud, Scalefusion, SwifThree alternatives
Action1, JumpCloud, NinjaOneDeepSeek V4 FlashNinjaOneMicrosoft IntuneChangedHexnode UEM, NinjaOneManageEngine Endpoint CentralMicrosoft Intuneagainst: IBM MaaS360, Omnissa Workspace ONE, Tanium
Three alternatives
JumpCloud, ManageEngine Endpoint Central, Microsoft IntuneTwo alternatives
Miradore, NinjaOneFour alternatives
JumpCloud, Kandji, Microsoft Intune, ScalefusionThree alternatives
Action1, Microsoft Intune, NinjaOneFour alternatives
Hexnode UEM, Jamf, JumpCloud, NinjaOneLlama 4 Maverickno first choiceno first choiceHeldno first choiceNinjaOneno first choiceagainst: Hexnode UEM, IBM MaaS360, Ivanti Neurons for UEM, Omnissa Workspace ONE
Two alternatives
Action1, ManageEngine Endpoint CentralQwen 3.7 FlashMicrosoft IntuneManageEngine Mobile Device Manager PlusChangedNinjaOneagainst: JamfAction1no first choiceagainst: ManageEngine Endpoint Centralagainst: Cisco Meraki Dashboard, GLPI, IBM MaaS360, IBM Tivoli Endpoint Manager, ManageEngine Endpoint Central, Microsoft System Center Configuration Manager, OCS Inventory, Omnissa Workspace ONE
Three alternatives
ManageEngine Mobile Device Manager Plus, Mosyle, ScalefusionTwo alternatives
Microsoft Intune, MosyleFour alternatives
JumpCloud, Kandji, Microsoft Intune, MosyleFour alternatives
ManageEngine Endpoint Central, Microsoft Intune, NinjaOne, ScalefusionFour alternatives
Jamf Anywhere, Microsoft Intune, Mosyle, ScalefusionKimi K2NinjaOne, ScalefusionMicrosoft IntuneChangedNinjaOneAction1Microsoft Intune, NinjaOneagainst: BlackBerry UEM, Citrix Endpoint Management, Microsoft Intune, Omnissa Workspace ONE
Three alternatives
Action1, ManageEngine Endpoint Central, Microsoft IntuneFour alternatives
Hexnode UEM, Jamf, JumpCloud, KandjiFour alternatives
JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, ScalefusionTwo alternatives
Microsoft Intune, NinjaOneSix alternatives
Action1, Hexnode UEM, Jamf Pro / Jamf Now, ManageEngine Endpoint Central, Miradore, ScalefusionGLM 4.7 FlashXNinjaOneMicrosoft IntuneChangedNinjaOneManageEngine Endpoint Central, OpenUEMMicrosoft Intuneagainst: AirDroid Business, Cisco UEM, Citrix DaaS, IBM MaaS360, Omnissa Workspace ONE, VMware Horizon
Three alternatives
ManageEngine Endpoint Central, Microsoft Intune, ScalefusionFour alternatives
AirDroid Business, Jamf, Miradore, NinjaOneFive alternatives
Action1, Hexnode UEM, JumpCloud, Miradore, ScalefusionThree alternatives
Action1, Microsoft Intune, ScalefusionFour alternatives
Jamf, JumpCloud, ManageEngine Endpoint Central, NinjaOneMiniMax M2.5Microsoft Defender for Cloud, NinjaOneMicrosoft Intune, MiradoreChangedagainst: JamfNinjaOneNinjaOneMicrosoft Intuneagainst: IBM MaaS360, Omnissa Workspace ONE
Two alternatives
ManageEngine Endpoint Central, ScalefusionFour alternatives
Action1, JumpCloud, ManageEngine Endpoint Central, ScalefusionThree alternatives
JumpCloud, ManageEngine Endpoint Central, ScalefusionFive alternatives
Jamf, JumpCloud, ManageEngine Endpoint Central, Mosyle, NinjaOneGPT-6 LunaMicrosoft IntuneMicrosoft IntuneHeldMicrosoft Intuneagainst: ManageEngine Endpoint CentralManageEngine Endpoint CentralMicrosoft Intuneagainst: Jamf, Microsoft Intune, Omnissa Workspace ONE
Two alternatives
JumpCloud, Microsoft 365One alternative
JamfFour alternatives
Hexnode UEM, Jamf, JumpCloud, MosyleTwo alternatives
Action1, Microsoft IntuneTwo alternatives
Jamf, JumpCloudMuse Glimmer 30BNinjaOne, ScalefusionMicrosoft IntuneChangedNinjaOneManageEngine Endpoint Central, MiradoreManageEngine Endpoint Central, NinjaOneagainst: BlackBerry UEM, IBM MaaS360, Microsoft Intune, Omnissa Workspace ONE, SOTI MobiControl, SOTI ONE
Five alternatives
Action1, JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, MiradoreThree alternatives
Jamf, Kandji, MiradoreSix alternatives
Jamf, JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, Miradore, ScalefusionTwo alternatives
NinjaOne, ScalefusionTwo alternatives
Action1, Microsoft IntuneBold 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 16:32 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:23 | yes | 4 | 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 17:47 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:48 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:56 | yes | 10 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:14 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:17 | yes | 18 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:28 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:07 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:09 | yes | 16 | 55 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:11 | yes | 24 | 79 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:10 | yes | 10 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:44 | yes | 3 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:46 | yes | 14 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:10 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:14 | yes | 5 | 5 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 18:24 | yes | 13 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 18:32 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:22 | yes | 8 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:54 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:02 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:32 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:22 | yes | 5 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:27 | yes | 15 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:17 | yes | 19 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:24 | yes | 14 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:31 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:05 | yes | 13 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:30 | yes | 17 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:16 | yes | 6 | 7 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 19:09 | yes | 6 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:32 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:36 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:23 | yes | 23 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:52 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:22 | yes | 10 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:55 | yes | 14 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:09 | yes | 21 | 43 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:36 | yes | 17 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:35 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:39 | yes | 13 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:39 | yes | 15 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:06 | yes | 3 | 9 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 11:05 | yes | 8 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:10 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:01 | yes | 5 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:41 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 21 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:21 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:52 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:20 | yes | 20 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:54 | yes | 15 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:47 | yes | 25 | 55 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:54 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:22 | yes | 10 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:49 | yes | 15 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:09 | no | 0 | 7 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 18:16 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:40 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:01 | yes | 15 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:49 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:41 | yes | 20 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:27 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:08 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:18 | yes | 15 | 65 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:16 | yes | 15 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:15 | yes | 20 | 41 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:26 | yes | 3 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:51 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:30 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:05 | yes | 5 | 6 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 13:18 | yes | 13 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:53 | yes | 24 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:17 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:47 | yes | 24 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:19 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:07 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:25 | yes | 24 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:06 | yes | 21 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:40 | yes | 10 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:05 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:48 | yes | 25 | 32 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
Hexnode read as Hexnode UEM
Ivanti read as Ivanti Neurons for UEM
Ivanti Neurons read as Ivanti Neurons for UEM
ManageEngine read as ManageEngine Endpoint Central
ManageEngine (Endpoint Central) read as ManageEngine Endpoint Central
Omnissa (VMware) read as Omnissa Workspace ONE
Rippling read as Rippling IT
SOTI read as SOTI MobiControl
Unresolved, counted raw
Aagon
AirDroid
Barracuda Cloud Control
Cisco UEM
Great Bay Network Intelligence Platform - (Plixer)
Great Bay Network Intelligence Platform - Plixer
IBM Tivoli Endpoint Manager
Jamf Anywhere
Legacy Citrix Endpoint Management
Samsung Knox
Standalone Microsoft SCCM / MECM
Swif
VantageMDM
Verizon Mobile Device Management
trio.so
Discontinued, still offered
No shut-down product was recommended here.