Remote monitoring and management for enterprise buyers
Asked as “RMM platform”, and as “remote monitoring and management tool for managed service providers”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
50NinjaOne RMM20Atera10N-able N-central20others
50% of first choices, clear leader.
Since October 2026▲+2Since October 2026: 48% → 50%, +2 points. Inside the 11-point floor: within noise.NinjaOne RMM held the lead, +2 points on 48%, 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 businessNinjaOne RMM40%Clear leader↗new leaderNew leader since October 2026: NinjaOne RMM (40%) replaces Atera (45% then, 34% now), 6 points clear, inside the 11-point floor.Standing →Mid-marketNinjaOne RMM62%Clear leader▲+15Since October 2026: 47% → 62%, +15 points. Past the 11-point floor: movement.Standing →EnterpriseNinjaOne RMM50%Clear leader▲+2Since October 2026: 48% → 50%, +2 points. Inside the 11-point floor: within noise.This page
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01NinjaOne RMM50%7%70endorsed leader▲+2Since October 2026: 48% → 50%, +2 points. Inside the 11-point floor: within noise.48% → 50%
02
Atera20%23%52accepted challenger▲+3Since October 2026: 17% → 20%, +3 points. Inside the 11-point floor: within noise.17% → 20%
Atera20%23%52accepted challenger▲+3Since October 2026: 17% → 20%, +3 points. Inside the 11-point floor: within noise.17% → 20%03
N-able N-central10%7%43accepted challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%
N-able N-central10%7%43accepted challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%04
Microsoft Intune8%0%16accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
Microsoft Intune8%0%16accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%05
Syncro6%30%20criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Syncro6%30%20criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%06
ConnectWise RMM2%23%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
ConnectWise RMM2%23%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%07
ConnectWise Automate2%33%36criticized challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%
ConnectWise Automate2%33%36criticized challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%Show the five products at 0%, ordered by negative rate
12
Kaseya VSA0%61%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Kaseya VSA0%61%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
TeamViewer Remote0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TeamViewer Remote0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Datto RMM0%20%45accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Datto RMM0%20%45accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
SuperOps0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SuperOps0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
ManageEngine Endpoint Central0%8%26accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
ManageEngine Endpoint Central0%8%26accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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 headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All six head-to-head pages: the top four 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 →
N01
0203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01NinjaOne RMM50%
02Atera20%
Atera20%03N-able N-central10%
N-able N-central10%04Microsoft Intune8%
Microsoft Intune8%05Syncro6%
Syncro6%06ConnectWise RMM2%
ConnectWise RMM2%07ConnectWise Automate2%
ConnectWise Automate2%08Datto RMM0%
Datto RMM0%09ManageEngine Endpoint Central0%
ManageEngine Endpoint Central0%10SuperOps0%
SuperOps0%11TeamViewer Remote0%
TeamViewer Remote0%12Kaseya VSA0%
Kaseya VSA0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, 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.
Kaseya VSA61%
20 of 33 labels negative · 11 of 14 models · 6 hard negative
“Following the massive global ransomware attack in 2021, some conservative enterprise IT directors have looked at competitors” Qwen 3.7 Flash, direct prompt
Atera23%
12 of 52 labels negative · 10 of 14 models · 4 hard negative
“Examples: Atera, Syncro, Pulseway * Verdict: Avoid for Enterprise” Gemini 3.5 Flash, negative prompt
Datto RMM20%
9 of 45 labels negative · 9 of 14 models · 1 hard negative
“can be problematic at scale, with issues around management overhead and bugs” Mistral Small, negative prompt
ConnectWise Automate33%
12 of 36 labels negative · 8 of 14 models · 2 hard negative
“Quote-based, $10–$100/user/mo range (varies wildly)... hard to isolate RMM cost” DeepSeek V4 Flash, budget 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
74 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 888 links across 206 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 42 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 · 42 citations · 11 models
vendor site · NinjaOne30 answers · 57 citations · 10 models
vendor site · Kaseya25 answers · 34 citations · 12 models
vendor site · Atera25 answers · 31 citations · 10 models
vendor site · SuperOps25 answers · 28 citations · 11 models
22 answers · 37 citations · 10 models
publisher (Gane)19 answers · 23 citations · 8 models
vendor site · G217 answers · 30 citations · 9 models
16 answers · 16 citations · 9 models
vendor site · Guideflow15 answers · 15 citations · 8 models
13 answers · 15 citations · 6 models
13 answers · 13 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.
23 answers · 10 models
23 answers · 10 models
21 answers · 10 models
19 answers · 11 models
18 answers · 8 models
17 answers · 10 models
16 answers · 9 models
15 answers · 8 models
13 answers · 8 models
13 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 “best rmm platform”, “rmm platform”, “rmm 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 |
|---|---|---|---|---|---|---|---|---|
| NinjaOne ninjaone.com NinjaOne RMM 50% | 50% | 190 | 18,100 | 610 | 316,268 company | $17,226 | 118 | 7 |
| Atera atera.com | 20% | 332 | 18,100 | 260 | 87,774 | 120 | ||
| N-able n-able.com N-able N-central 10%, N-able 0% | 10% | 75 | 4,400 | 296 | 46,175 company | $16,177 | 84 | |
| Microsoft parent site Microsoft Intune 8% | 8% | 386 | 2,240,000 | 403,136 | ||||
| Syncro syncrosecure.com | 6% | 133 | 3,600 | 383 | 48,252 | $1,141 | 15 | 1 |
| ConnectWise RMM connectwise.com ConnectWise RMM 2%, ConnectWise Automate 2% | 4% | 68 | 720 | 37 | 117,593 | $840 | 120 | 4 |
| Tanium tanium.com | 2% | 32 | 14,800 | 759 | 28,789 | $707 | 31 | |
| Datto datto.com Datto RMM 0% | 0% | 128 | 9,900 | 805 | 35,477 company | $16 | 37 | 2 |
| ManageEngine parent site ManageEngine Endpoint Central 0% | 0% | 244 | 8,100 | 675 | ||||
| SuperOps superops.com | 0% | 54 | 1,000 | 33 | 287,437 | $18,469 | 51 | 8 |
Google's top ten for the three searches hold 24 sites; 4 of them are among the sites the models cited here (g2.com, ninjaone.com, superops.com, syncrosecure.com). The first result for “best rmm platform” is syncrosecure.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 RMM platform for an enterprise B2B company?”Paraphrase“Which remote monitoring and management tool for managed service providers would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade RMM platforms and how do they differ?”Budget-constrained“What is the best RMM 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 RMM platform. What should we look at?”Negative“Which RMM platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5NinjaOne RMMConnectWise AutomateChangedAteraSyncrono first choiceagainst: BeyondTrust Remote Support, ConnectWise ScreenConnect, N-able N-sight, SimpleHelp, TeamViewer Remote
Three alternatives
Atera, ConnectWise Automate, N-able N-centralThree alternatives
Atera, Datto RMM, NinjaOne RMMTwo alternatives
ConnectWise RMM, N-ableTwo alternatives
Atera, NinjaOne RMMGPT-5.4 miniMicrosoft IntuneNinjaOne RMMChangedDatto RMMNinjaOne RMMagainst: ConnectWise RMM, Datto RMM, Kaseya VSAno first choiceagainst: AnyDesk, Atera, ConnectWise ScreenConnect, N-able N-sight, TeamViewer Remote
Two alternatives
Datto RMM, NinjaOne RMMTwo alternatives
ConnectWise RMM, Datto RMMFour alternatives
ConnectWise Automate, ConnectWise RMM, N-able N-central, NinjaOne RMMOne alternative
N-able N-centralGemini 3.5 FlashNinjaOne RMMNinjaOne RMMHeldagainst: ConnectWise AutomateNinjaOne RMMMicrosoft IntuneTaniumagainst: Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, MeshCentral, NinjaOne RMM, Pulseway, Syncro, Tactical RMM
Three alternatives
Microsoft Intune, N-able N-central, TaniumTwo alternatives
Datto RMM, N-able N-centralFour alternatives
ConnectWise Automate, Datto RMM, ManageEngine Endpoint Central, N-able N-centralFour alternatives
Atera, ManageEngine Endpoint Central, N-able N-central, NinjaOne RMMFour alternatives
Automox, Microsoft Intune, N-able, NinjaOne RMMPerplexity SonarNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMAterano first choiceagainst: Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, Level.io, N-able N-central, SuperOps, Syncro
Five alternatives
Automate, ConnectWise RMM, Datto RMM, Microsoft Intune, N-able N-centralFour alternatives
ConnectWise RMM, Datto RMM, N-able N-central, TeamViewer ONESix alternatives
Acronis RMM, Atera, ConnectWise RMM, Datto RMM, ManageEngine RMM Central, N-able N-centralOne alternative
NinjaOne RMMGrok 4.20NinjaOne RMMagainst: Atera, Datto RMMN-able N-centralChangedagainst: Atera, SyncroN-able N-central, NinjaOne RMMagainst: Kaseya VSA, TeamViewer RemoteAteraagainst: ConnectWise RMM, Kaseya VSA, Level.io, ManageEngine Endpoint Central, TeamViewer Remoteno first choiceagainst: ConnectWise RMM, Kaseya VSAagainst: AnyDesk, Atera, BeyondTrust, ConnectWise ScreenConnect, Fleetdeck, Kaseya VSA, SimpleHelp, SolarWinds, Splashtop, TeamViewer Remote
Two alternatives
ManageEngine Endpoint Central, N-able N-centralThree alternatives
Datto RMM, Kaseya VSA, NinjaOne RMMThree alternatives
ConnectWise RMM, Datto RMM, ManageEngine Endpoint CentralThree alternatives
N-able N-central, NinjaOne RMM, SyncroMistral SmallNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMAtera, Syncroagainst: NinjaOne RMMno first choiceagainst: Atera, ConnectWise Automate, Datto RMM, N-able N-central, Syncro
Two alternatives
Atera, ConnectWise AutomateTwo alternatives
ConnectWise Automate, Datto RMMSeven alternatives
Atera, ConnectWise RMM, Datto RMM, Kaseya VSA, ManageEngine Endpoint Central, N-able N-central, TeamViewer RemoteDeepSeek V4 FlashNinjaOne RMMN-able N-centralChangedNinjaOne RMMagainst: Kaseya VSAAteraagainst: ConnectWise Automate, Kaseya VSAno first choiceagainst: N-ableagainst: Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, N-able N-sight, Syncro
Four alternatives
Datto RMM, Kaseya VSA, ManageEngine Endpoint Central, N-able N-centralFour alternatives
ConnectWise Automate, Datto RMM, Kaseya VSA X, NinjaOne RMMFive alternatives
Atera, ConnectWise RMM, Datto RMM, ManageEngine Endpoint Central, N-able N-centralTwo alternatives
NinjaOne RMM, SuperOpsLlama 4 MaverickAteraNinjaOne RMMChangedno first choiceAterano first choiceagainst: Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, Syncro
Three alternatives
ConnectWise Automate, NinjaOne RMM, SyncroThree alternatives
Atera, ConnectWise Automate, Site24x7Qwen 3.7 FlashMicrosoft Intune, NinjaOne RMMagainst: Kaseya VSA, SolarWindsNinjaOne RMMChangedagainst: Kaseya VSANinjaOne RMMagainst: Kaseya VSANinjaOne RMMno first choiceagainst: Atera, Automate, ConnectWise RMM, Kaseya VSA, ManageEngine Endpoint Central, SolarWinds
Three alternatives
ConnectWise Automate, Datto RMM, LansweeperThree alternatives
Atera, N-able N-central, SyncroFour alternatives
ConnectWise Automate, Datto RMM, ManageEngine Endpoint Central, N-able N-centralTwo alternatives
Atera, ManageEngine Endpoint CentralKimi K2ConnectWise RMM, NinjaOne RMMNinjaOne RMMChangedagainst: ConnectWise RMMNinjaOne RMMAteraagainst: N-able N-centralno first choiceagainst: Atera, BeyondTrust Remote Support, ConnectWise Automate, ConnectWise ScreenConnect, Datto RMM, Kaseya VSA, N-sight RMM, NinjaOne RMM, SimpleHelp
One alternative
Datto RMMOne alternative
N-able N-centralFour alternatives
ConnectWise RMM, Datto RMM, Kaseya VSA, N-able N-centralThree alternatives
ConnectWise RMM, NinjaOne RMM, SyncroEight alternatives
Acronis Cyber Platform, ConnectWise Automate, Datto RMM, Defender, Freshservice, Microsoft Intune, NinjaOne RMM, ServiceNow ITOMGLM 4.7 FlashXNinjaOne RMMNinjaOne RMMHeldagainst: ConnectWise Automate, Kaseya VSANinjaOne RMMagainst: ConnectWise AutomateNinjaOne RMMno first choiceagainst: Atera, ConnectWise Automate, Kaseya VSA
Four alternatives
Atera, ManageEngine Endpoint Central, N-able N-central, TeamViewer RemoteTwo alternatives
Atera, N-able N-centralFive alternatives
Action1, Atera, Datto RMM, ManageEngine Endpoint Central, N-able N-centralThree alternatives
Atera, Microsoft Intune, SyncroMiniMax M2.5Atera, NinjaOne RMMMicrosoft Intune, N-able N-centralChangedNinjaOne RMMSyncroagainst: NinjaOne RMMno first choiceagainst: FleetDMagainst: AnyDesk, ConnectWise ScreenConnect, Datto RMM, NinjaOne RMM, SimpleHelp
Three alternatives
ManageEngine Endpoint Central, N-able N-central, TeamViewer RemoteThree alternatives
ConnectWise Automate, ManageEngine Endpoint Central, NinjaOne RMMSeven alternatives
Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, ManageEngine Endpoint Central, N-able N-central, TeamViewer RemoteOne alternative
AteraGPT-6 LunaN-able N-centralN-able N-centralHeldno first choiceAterano first choiceagainst: ConnectWise ScreenConnect, Kaseya VSA
Three alternatives
ManageEngine Endpoint Central, Microsoft Intune, NinjaOne RMMOne alternative
NinjaOne RMMSix alternatives
ConnectWise Automate, Datto RMM, Kaseya VSA, ManageEngine Endpoint Central, N-able N-central, NinjaOne RMMOne alternative
NinjaOne RMMMuse Glimmer 30BNinjaOne RMMNinjaOne RMMHeldAteraAtera, NinjaOne RMMagainst: ConnectWise AutomateNinjaOne RMMagainst: ConnectWise ScreenConnect, Fleetdeck, Kaseya VSA, LogMeIn Resolve, N-able, PDQ Connect, SimpleHelp
Five alternatives
ConnectWise Automate, Datto RMM, Kaseya VSA, ManageEngine Endpoint Central, N-able N-centralThree alternatives
ConnectWise Automate, N-able, N-able N-centralSeven alternatives
ConnectWise RMM, Datto RMM, Kaseya VSA, ManageEngine Endpoint Central, N-able N-central, NinjaOne RMM, OpManagerOne alternative
SyncroFour alternatives
Atera, ConnectWise RMM, Datto RMM, N-able N-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.
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 10:49 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:51 | yes | 3 | 5 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 10:47 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:35 | yes | 13 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:06 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:44 | yes | 21 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:13 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:26 | yes | 13 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:43 | yes | 10 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:19 | yes | 8 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:06 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:55 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:29 | yes | 16 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:38 | yes | 3 | 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 13:10 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:57 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:21 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:25 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:13 | yes | 20 | 28 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 15:31 | yes | 5 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:47 | yes | 10 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:50 | yes | 20 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:27 | yes | 20 | 90 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:36 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:38 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:55 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:30 | yes | 6 | 9 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 09:54 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:14 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:10 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:02 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:25 | yes | 21 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:08 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:56 | yes | 23 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:58 | yes | 25 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:42 | yes | 15 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:10 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:42 | yes | 15 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:53 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:55 | yes | 3 | 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 14:49 | no | 0 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:15 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 8 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:36 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:28 | yes | 23 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:08 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:30 | yes | 10 | 78 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:48 | yes | 15 | 67 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:33 | yes | 23 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:01 | yes | 10 | 82 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:49 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:33 | yes | 19 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:17 | yes | 19 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:44 | yes | 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 12:08 | no | 0 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:23 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:10 | yes | 14 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:33 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:04 | yes | 20 | 73 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:22 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:15 | yes | 5 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:50 | yes | 20 | 77 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:25 | yes | 14 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:29 | no | 0 | 34 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:48 | yes | 5 | 34 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:08 | yes | 15 | 31 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:20 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:00 | 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 16:03 | no | 0 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:46 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:47 | yes | 12 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:54 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:53 | yes | 23 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:38 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:46 | yes | 25 | 115 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:40 | yes | 24 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:09 | yes | 23 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:12 | yes | 25 | 65 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:34 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:27 | yes | 24 | 35 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
Acronis read as Acronis RMM
ConnectWise read as ConnectWise RMM
ConnectWise Automate / ConnectWise RMM read as ConnectWise RMM
Datto (by Barracuda) read as Datto RMM
Ivanti read as Ivanti Neurons
Kaseya read as Kaseya VSA
Kaseya (VSA or Datto RMM) read as Kaseya VSA
Kaseya (including Datto RMM) read as Kaseya VSA
ManageEngine read as ManageEngine Endpoint Central
NinjaOne read as NinjaOne RMM
NinjaOne (Formerly NinjaRMM) read as NinjaOne RMM
NinjaOne (NinjaRMM) read as NinjaOne RMM
NinjaOne (formerly NinjaRMM) read as NinjaOne RMM
NinjaRMM read as NinjaOne RMM
TeamViewer read as TeamViewer Remote
Unresolved, counted raw
Flywheel
Kaseya VSA X
N-able N-central or Take Control
Discontinued, still offered
No shut-down product was recommended here.