Remote monitoring and management
Asked as “RMM platform”, and as “remote monitoring and management tool for managed service providers”, 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
62%
Clear leader
62NinjaOne RMM12Atera10Action116others
62% of first choices, clear leader.
Since October 2026▲+15Since October 2026: 47% → 62%, +15 points. Past the 11-point floor: movement.NinjaOne RMM held the lead, +15 points on 47%, 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 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.This pageEnterpriseNinjaOne RMM50%Clear leader▲+2Since October 2026: 48% → 50%, +2 points. 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
01NinjaOne RMM62%5%65endorsed leader▲+15Since October 2026: 47% → 62%, +15 points. Past the 11-point floor: movement.47% → 62%
02
Atera12%9%64accepted challenger▼−12Since October 2026: 24% → 12%, −12 points. Past the 11-point floor: movement.24% → 12%
Atera12%9%64accepted challenger▼−12Since October 2026: 24% → 12%, −12 points. Past the 11-point floor: movement.24% → 12%03
Action110%0%24accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%
Action110%0%24accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%04
Syncro2%10%40accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
Syncro2%10%40accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%Show the eight products at 0%, ordered by negative rate
11
ConnectWise ScreenConnect0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ConnectWise ScreenConnect0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Kaseya VSA0%59%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Kaseya VSA0%59%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
ConnectWise Automate0%32%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ConnectWise Automate0%32%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
ConnectWise RMM0%30%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ConnectWise RMM0%30%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Datto RMM0%16%44accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Datto RMM0%16%44accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%07
SuperOps0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SuperOps0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
N-able N-central0%9%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
N-able N-central0%9%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
ManageEngine Endpoint Central0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ManageEngine Endpoint Central0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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
All six head-to-head pages: the top four products, each against each
One product takes 62% of first choices here, so the chart would put eleven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Twelve of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5 and Mistral Small 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 VSA59%
16 of 27 labels negative · 10 of 14 models · 6 hard negative
“Multiple sources highlight Kaseya-related tools as something to avoid or scrutinize closely, due to a history of security vulnerabilities” Mistral Small, negative prompt
ConnectWise ScreenConnect90%
9 of 10 labels negative · 9 of 14 models · 3 hard negative
“Microsoft Defender Experts documented zero-day exploitation of ScreenConnect in 2024-early 2025 as part of coordinated hands-on-keyboard intrusions” Muse Glimmer 30B, negative prompt
SimpleHelp
100%
9 of 9 labels negative · 9 of 14 models · 2 hard negative
“Horizon3.ai alerted SimpleHelp to three critical vulnerabilities... Microsoft Defender Experts cites the SimpleHelp case as an example of 2024-2025 RMM zero-day weaponization.” Muse Glimmer 30B, negative prompt
ConnectWise RMM30%
8 of 27 labels negative · 6 of 14 models · 6 hard negative
“treat ConnectWise RMM, Kaseya VSA, ManageEngine RMM Central, N‑able RMM, and MSP360 as "use with extreme caution" (or avoid entirely)” GLM 4.7 FlashX, 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. 806 links across 179 sites, every framing counted. Ranked by the number of answers carrying the site or page. 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.
vendor site · SuperOps26 answers · 28 citations · 11 models
vendor site · NinjaOne25 answers · 47 citations · 11 models
20 answers · 23 citations · 9 models
20 answers · 23 citations · 8 models
vendor site · Kaseya20 answers · 21 citations · 9 models
17 answers · 53 citations · 10 models
17 answers · 20 citations · 9 models
vendor site · G216 answers · 23 citations · 9 models
16 answers · 18 citations · 8 models
vendor site · ConnectWise15 answers · 17 citations · 8 models
vendor site · SourceForge15 answers · 17 citations · 9 models
15 answers · 15 citations · 6 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.
24 answers · 10 models
17 answers · 9 models
14 answers · 8 models
13 answers · 9 models
13 answers · 6 models
13 answers · 9 models
13 answers · 8 models
12 answers · 7 models
12 answers · 7 models
12 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “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 62% | 62% | 190 | 18,100 | 610 | 316,268 company | $17,226 | 118 | 7 |
| Atera atera.com | 12% | 332 | 18,100 | 260 | 87,774 | 120 | ||
| Action1 action1.com | 10% | 255 | 8,100 | 87 | 18,854 | $3,801 | 48 | |
| Level.io level.io | 6% | 29 | 720 | 1 | 11,746 | $170 | 2 | 1 |
| Syncro syncrosecure.com | 2% | 133 | 3,600 | 383 | 48,252 | $1,141 | 15 | 1 |
| Domotz domotz.com | 2% | 31 | 1,900 | 52 | 11,525 | $93 | 9 | 8 |
| LogMeIn Resolve logmein.com | 2% | 20 | 83,852 | $4,029 | 69 | 9 | ||
| Syncro MRP | 2% | |||||||
| MSP360 msp360.com MSP360 RMM 2% | 2% | 8 | 90 | 0 | 11,545 company | 42 | 6 | |
| Datto datto.com Datto RMM 0% | 0% | 128 | 9,900 | 805 | 35,477 company | $16 | 37 | 2 |
Google's top ten for the three searches hold 24 sites; 8 of them are among the sites the models cited here (connectwise.com, expertinsights.com, g2.com, ninjaone.com, reddit.com, spotsaas.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 a mid-market B2B company?”Paraphrase“Which remote monitoring and management tool for managed service providers would you recommend to a mid-sized B2B company?”Comparative“What are the top RMM platforms and how do they differ?”Budget-constrained“What is the best RMM platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a RMM platform. What should we look at?”Negative“Which RMM platforms should I avoid or be cautious about?”
Claude Haiku 4.5LogMeIn ResolveNinjaOne RMMChangedAteraDomotzno first choiceagainst: BeyondTrust Remote Support, ConnectWise ScreenConnect, SimpleHelp, TeamViewer Remote
Four alternatives
Atera, Datto RMM, NinjaOne RMM, SyncroThree alternatives
Atera, SuperOps, SyncroFive alternatives
ConnectWise RMM, Datto RMM, N-able, NinjaOne RMM, PulsewayFour alternatives
Action1, Atera, Itarian, NinjaOne RMMGPT-5.4 miniNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMAteraagainst: NinjaOne RMMno first choiceagainst: ConnectWise ScreenConnect, Kaseya VSA, N-able N-central/N-sight, SimpleHelp
Four alternatives
Atera, ConnectWise RMM, Datto RMM, N-able N-sight / N-centralTwo alternatives
ConnectWise RMM, Datto RMMSix alternatives
Atera, ConnectWise Automate, ConnectWise RMM, Datto RMM, N-able N-central/N-sight, SuperOpsOne alternative
SyncroGemini 3.5 FlashNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMagainst: ConnectWise AutomateAction1against: Tactical RMMNinjaOne RMMagainst: Datto RMMagainst: AnyDesk, Atera, ConnectWise RMM, Kaseya VSA, LogMeIn, N-able, SolarWinds, Syncro, TeamViewer Remote
Five alternatives
Action1, Datto RMM, Microsoft Intune, N-able N-central, PDQ ConnectFour alternatives
Atera, Datto RMM, N-able N-central, SyncroSix alternatives
Atera, ConnectWise RMM, Datto RMM, ManageEngine Endpoint Central, N-able, SyncroThree alternatives
Atera, MeshCentral, SyncroThree alternatives
Action1, Atera, N-ablePerplexity SonarNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMAction1against: Tactical RMMno first choiceagainst: Atera, Automate, ConnectWise RMM, Datto RMM, Kaseya VSA, N-able N-sight, N-central, Naverisk, SuperOps, Syncro
Two alternatives
Datto RMM, N-able N-centralFour alternatives
Datto RMM, N-able N-central, SuperOps, SyncroSeven alternatives
Atera, ConnectWise RMM, Datto RMM, ManageEngine RMM Central, N-able N-central, Pulseway, SyncroThree alternatives
Atera, Level.io, SyncroGrok 4.20NinjaOne RMMagainst: Acronis RMM, Kaseya VSA, ManageEngine Endpoint CentralNinjaOne RMMHeldAtera, NinjaOne RMMagainst: Kaseya VSAAtera, NinjaOne RMMagainst: ConnectWise Automate, Kaseya VSA, N-able N-sightAtera, NinjaOne RMMagainst: ConnectWise Automate, Kaseya VSAagainst: Ammyy Admin, AnyDesk, Atera, BeyondTrust Remote Support, ConnectWise ScreenConnect, Kaseya VSA, MeshCentral, Microsoft Quick Assist, NinjaOne RMM, RustDesk, SimpleHelp, TeamViewer Remote
Three alternatives
Auvik, ConnectWise Automate, Datto RMMFour alternatives
Atera, ConnectWise RMM, N-able N-central, SyncroFour alternatives
Acronis RMM, Datto RMM, N-able, SyncroFour alternatives
MSP360 RMM, ManageEngine RMM Central or Desktop Central MSP, Pulseway, SuperOpsThree alternatives
Datto RMM, ManageEngine Endpoint Central, N-able N-centralMistral SmallAtera, NinjaOne RMMagainst: ConnectWise AutomateNinjaOne RMMChangedNinjaOne RMMNinjaOne RMMno first choiceagainst: Atera, Comodo One, ConnectWise ScreenConnect, Itarian, Kaseya VSA, PDQ, SimpleHelp, Syncro
One alternative
N-ableOne alternative
Site24x7Four alternatives
Atera, Datto RMM, Kaseya VSA, SyncroTwo alternatives
Atera, SyncroDeepSeek V4 FlashNinjaOne RMMNinjaOne RMMHeldagainst: ConnectWise RMMNinjaOne RMMAction1against: ConnectWise RMM, Datto RMM, Kaseya VSAno first choiceagainst: ConnectWise Automate, Datto RMM, Kaseya VSAagainst: ConnectWise RMM, Datto RMM, Kaseya VSA, N-able N-sight
Five alternatives
Atera, ConnectWise RMM, Datto RMM, ManageEngine Endpoint Central, N-able N-centralTwo alternatives
Atera, Datto RMMSix alternatives
Atera, ConnectWise RMM, Datto RMM, Kaseya VSA, N-able N-central, SyncroFour alternatives
Atera, Level.io, NinjaOne RMM, SyncroLlama 4 MaverickNinjaOne RMMNinjaOne RMMHeldno first choiceno first choiceno first choiceagainst: ConnectWise RMM, Kaseya VSA
Three alternatives
Atera, ConnectWise RMM, SyncroQwen 3.7 FlashNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMAtera, Syncro MRPagainst: ConnectWise RMM, Datto RMMno first choiceagainst: BMC, SCCMagainst: AnyDesk, Atera, Comodo One, ConnectWise ScreenConnect, Kaseya VSA, LogMeIn Rescue, PDQ, SimpleHelp, Syncro, TeamViewer Remote, Zoho Assist
Three alternatives
Action1, Atera, SyncroThree alternatives
Atera, ConnectWise Automate, N-able N-sightFive alternatives
Action1, Atera, ConnectWise Automate, Datto RMM, SyncroFour alternatives
Action1, AirDroid Business, NinjaOne RMM, Tactical RMMKimi K2NinjaOne RMMNinjaOne RMMHeldNinjaOne RMMAtera, Syncrono first choiceagainst: AnyDesk, BeyondTrust Remote Support, ConnectWise ScreenConnect, MSP360 RMM, N-able N-central, SimpleHelp, SuperOps, TeamViewer Remote
Three alternatives
Atera, Datto RMM, SyncroThree alternatives
Atera, ConnectWise RMM, Datto RMMEight alternatives
Action1, Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, N-able N-central, SuperOps, SyncroTwo alternatives
Action1, NinjaOne RMMGLM 4.7 FlashXNinjaOne RMMagainst: ConnectWise Automate, New RelicNinjaOne RMMHeldNinjaOne RMMagainst: Microsoft IntuneAction1, Level.iono first choiceagainst: Acronis RMM, ConnectWise RMM, Datto RMM, Kaseya VSA, MSP360 RMM, ManageEngine RMM Central, NinjaOne RMM, N‑able RMM
Five alternatives
Atera, ManageEngine OpManager MSP, Site24x7, SuperOps, SyncroTwo alternatives
Atera, N-able N-centralFour alternatives
Atera, ConnectWise Automate, ConnectWise RMM, SyncroFive alternatives
Atera, Auvik, NinjaOne RMM, Pulseway, SyncroMiniMax M2.5NinjaOne RMMNinjaOne RMMHeldNinjaOne RMMAction1, MSP360 RMMno first choiceagainst: BeyondTrust Remote Support, ConnectWise ScreenConnect, SimpleHelp
Four alternatives
Atera, ConnectWise Automate, N-able N-central, SuperOpsTwo alternatives
ConnectWise Automate, Datto RMMSix alternatives
Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, N-able N-central, SyncroThree alternatives
Atera, NinjaOne RMM, SyncroGPT-6 LunaNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMLevel.iono first choiceagainst: ConnectWise Automate, ConnectWise ScreenConnect, Kaseya VSA, N-able N-central, SimpleHelp
Three alternatives
Atera, Microsoft Intune, N-able N-centralThree alternatives
Atera, N-able N-central, N-able N-sightSix alternatives
Atera, ConnectWise RMM, Datto RMM, ManageEngine RMM Central, N-able N-central, SyncroTwo alternatives
Action1, AteraMuse Glimmer 30BNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMLevel.iono first choiceagainst: Ammyy Admin, AnyDesk, Atera, BeyondTrust Remote Support, ConnectWise ScreenConnect, Fleetdeck, MeshCentral, NetSupport Manager, SimpleHelp
Five alternatives
Atera, Auvik, ConnectWise RMM, Datto RMM, SyncroOne alternative
AteraFour alternatives
Atera, ConnectWise RMM, N-able N-central/N-sight, SyncroSeven alternatives
Atera, MSP360 RMM, NetLock RMM Community Edition, NinjaOne RMM, OpenRMM, Syncro, Tactical RMMBold 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 15:12 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:09 | 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 08:40 | yes | 14 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:55 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:37 | yes | 10 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:42 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:53 | yes | 15 | 14 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:23 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:52 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:38 | yes | 10 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:23 | yes | 15 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:34 | yes | 5 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:29 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:47 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:21 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:50 | yes | 4 | 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 09:04 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:35 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:20 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:30 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:58 | yes | 21 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:20 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:28 | no | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:12 | yes | 15 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:35 | yes | 20 | 39 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:39 | yes | 15 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:26 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:28 | yes | 12 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:14 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:29 | yes | 5 | 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 18:16 | yes | 12 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:22 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:20 | yes | 5 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:28 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:58 | yes | 20 | 47 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:43 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:18 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:54 | yes | 19 | 72 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:23 | yes | 15 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:05 | yes | 5 | 39 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:13 | yes | 7 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:19 | yes | 12 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:00 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:12 | yes | 2 | 4 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 19:26 | yes | 12 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:08 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:28 | yes | 5 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:45 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:34 | yes | 19 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:27 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:36 | yes | 5 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:48 | yes | 15 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:28 | yes | 25 | 70 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:37 | yes | 10 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:48 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:11 | yes | 15 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:47 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:00 | no | 0 | 6 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 09:19 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:50 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:18 | yes | 14 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:54 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:04 | yes | 24 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:23 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:16 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 14 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:03 | no | 0 | 63 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:15 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:06 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:51 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:09 | yes | 4 | 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 09:05 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:40 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:46 | yes | 14 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:37 | yes | 25 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:31 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:09 | yes | 5 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:24 | yes | 23 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:21 | yes | 25 | 75 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:50 | yes | 18 | 84 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:19 | yes | 5 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:26 | yes | 13 | 23 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
Acronis Cyber Protect Cloud read as Acronis RMM
ConnectWise read as ConnectWise RMM
ConnectWise (Automate) read as ConnectWise RMM
ConnectWise Automate / ConnectWise RMM read as ConnectWise RMM
ConnectWise RMM / Automate read as ConnectWise RMM
Datto read as Datto RMM
Datto (Barracuda/Datto Ecosystem) read as Datto RMM
Ivanti read as Ivanti Neurons
Kaseya read as Kaseya VSA
Kaseya (VSA, Datto RMM) read as Kaseya VSA
MSP360 read as MSP360 RMM
ManageEngine read as ManageEngine Endpoint Central
NinjaOne read as NinjaOne RMM
NinjaOne (RMM) read as NinjaOne RMM
NinjaRMM read as NinjaOne RMM
TeamViewer read as TeamViewer Remote
Unresolved, counted raw
Atera RMM
Datrix
Datto QuickAssist
ManageEngine RMM
ManageEngine RMM Central or Desktop Central MSP
NetLock RMM Community Edition
Ninja
Ninja Remote
N‑able RMM
OpenRMM
Syncro MRP
Discontinued, still offered
No shut-down product was recommended here.