Remote monitoring and management for small business buyers
Asked as “RMM platform”, and as “remote monitoring and management tool for managed service providers”, on behalf of a small B2B company. 62 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Clear leader
40NinjaOne RMM34Atera11Action115others
40% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: NinjaOne RMM (40%) replaces Atera (45% then, 34% now), 6 points clear, inside the 11-point floor.NinjaOne RMM leads at 40%, replacing Atera, which led at 45% and stands at 34% now: 6 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-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.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
01NinjaOne RMM40%7%76endorsed leader▲+20Since October 2026: 20% → 40%, +20 points. Past the 11-point floor: movement.20% → 40%
02
Atera34%3%72endorsed leader▼−11Since October 2026: 45% → 34%, −11 points. Past the 11-point floor: movement.45% → 34%
Atera34%3%72endorsed leader▼−11Since October 2026: 45% → 34%, −11 points. Past the 11-point floor: movement.45% → 34%03
Action111%4%25accepted challenger▲+4Since October 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise.7% → 11%
Action111%4%25accepted challenger▲+4Since October 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise.7% → 11%04
Syncro6%2%63accepted challenger▼−10Since October 2026: 16% → 6%, −10 points. Inside the 11-point floor: within noise.16% → 6%
Syncro6%2%63accepted challenger▼−10Since October 2026: 16% → 6%, −10 points. Inside the 11-point floor: within noise.16% → 6%05
Level.io3%0%19accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
Level.io3%0%19accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%Show the six products at 0%, ordered by negative rate
11
Kaseya VSA0%86%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Kaseya VSA0%86%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
ConnectWise Automate0%79%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ConnectWise Automate0%79%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
ConnectWise RMM0%56%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ConnectWise RMM0%56%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Datto RMM0%50%32criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Datto RMM0%50%32criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%07
N-able N-sight0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
N-able N-sight0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
SuperOps0%5%19accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
SuperOps0%5%19accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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
02030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01NinjaOne RMM40%
02Atera34%
Atera34%03Action111%
Action111%04Syncro6%
Syncro6%05Level.io3%
Level.io3%06SuperOps0%
SuperOps0%07N-able N-sight0%
N-able N-sight0%08ConnectWise RMM0%
ConnectWise RMM0%09Datto RMM0%
Datto RMM0%10ConnectWise Automate0%
ConnectWise Automate0%11Kaseya VSA0%
Kaseya VSA0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Kaseya VSA86%
18 of 21 labels negative · 12 of 14 models · 11 hard negative
“Platforms to Avoid Due to Security History ... Many small businesses were advised to banish Kaseya from their networks entirely” Qwen 3.7 Flash, negative prompt
Datto RMM50%
16 of 32 labels negative · 10 of 14 models · 5 hard negative
“Kaseya VSA (and related Datto RMM, now under Kaseya) ... reviews cite clunky UI, poor third-party patching, and training/support gaps” Grok 4.20, negative prompt
ConnectWise Automate79%
11 of 14 labels negative · 7 of 14 models · 5 hard negative
“Skip ConnectWise Automate if you're a small team without an Automate admin, run a Mac and Linux-heavy fleet, or need published pricing.” Claude Haiku 4.5, negative prompt
ConnectWise RMM56%
10 of 18 labels negative · 6 of 14 models · 3 hard negative
“Why cautious/avoid: Multiple high-profile issues, including CVE-2024-1708/1709 vulnerabilities exploited by ransomware groups” Grok 4.20, 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
77 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. 793 links across 143 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 · SuperOps40 answers · 48 citations · 12 models
28 answers · 28 citations · 9 models
vendor site · NinjaOne25 answers · 33 citations · 12 models
vendor site · Kaseya25 answers · 27 citations · 11 models
24 answers · 69 citations · 10 models
22 answers · 48 citations · 10 models
20 answers · 23 citations · 11 models
19 answers · 23 citations · 8 models
18 answers · 27 citations · 10 models
vendor site · SherpaDesk17 answers · 18 citations · 8 models
15 answers · 15 citations · 8 models
vendor site · Domotz14 answers · 16 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.
28 answers · 9 models
27 answers · 10 models
22 answers · 11 models
19 answers · 10 models
17 answers · 8 models
15 answers · 8 models
13 answers · 5 models
13 answers · 8 models
12 answers · 10 models
11 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 40% | 40% | 190 | 18,100 | 610 | 316,268 company | $17,226 | 118 | 7 |
| Atera atera.com | 34% | 332 | 18,100 | 260 | 87,774 | 120 | ||
| Action1 action1.com | 11% | 255 | 8,100 | 87 | 18,854 | $3,801 | 48 | |
| Syncro syncrosecure.com Syncro 6%, Syncro MSP 2% | 8% | 133 | 3,600 | 383 | 48,252 | $1,141 | 15 | 1 |
| Level.io level.io | 3% | 29 | 720 | 1 | 11,746 | $170 | 2 | 1 |
| Microsoft parent site Microsoft Intune 2% | 2% | 386 | 2,240,000 | 403,136 | ||||
| Syncro Core | 2% | |||||||
| SuperOps superops.com | 0% | 54 | 1,000 | 33 | 287,437 | $18,469 | 51 | 8 |
| N-able n-able.com N-able N-sight 0% | 0% | 24 | 4,400 | 296 | 46,175 company | $16,177 | 84 | |
| TechsTogether | 0% |
Google's top ten for the three searches hold 24 sites; 6 of them are among the sites the models cited here (blog.domotz.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 small B2B company?”Paraphrase“Which remote monitoring and management tool for managed service providers would you recommend to a small business that sells to other businesses?”Comparative“What are the top RMM platforms for a small team and how do they differ?”Budget-constrained“What is the best RMM platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a RMM platform. What should we look at?”Negative“Which RMM platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Atera, SyncroAteraChangedAteraagainst: PulsewayAction1no first choiceagainst: ConnectWise Automate, Datto RMM
Two alternatives
NinjaOne RMM, SuperOpsTwo alternatives
NinjaOne RMM, SyncroTwo alternatives
Level.io, NinjaOne RMMTwo alternatives
Atera, SyncroGPT-5.4 miniAtera, NinjaOne RMMNinjaOne RMMChangedNinjaOne RMMagainst: ConnectWise RMM, ManageEngine RMM Central, N-able N-sightAterano first choiceagainst: AnyDesk, ConnectWise RMM, ConnectWise ScreenConnect, LogMeIn, SimpleHelp, TeamViewer Remote
One alternative
SyncroThree alternatives
Atera, ConnectWise RMM, Datto RMMTwo alternatives
Atera, SyncroTwo alternatives
NinjaOne RMM, SyncroGemini 3.5 FlashNinjaOne RMMSyncro MSPChangedNinjaOne RMMagainst: ConnectWise RMM, Datto RMM, N-able N-centralAction1against: NinjaOne RMMNinjaOne RMMagainst: ConnectWise RMM, Kaseya VSAagainst: ConnectWise Automate, Datto RMM, Kaseya VSA, N-able N-central, Tactical RMM
Four alternatives
Atera, N-able N-sight, SuperOps, SyncroThree alternatives
Atera, NinjaOne RMM, SuperOpsFour alternatives
Action1, Atera, SuperOps, SyncroFour alternatives
Atera, Level.io, Syncro, Tactical RMMThree alternatives
Atera, Datto RMM, SyncroPerplexity SonarNinjaOne RMMNinjaOne RMMHeldagainst: Datto RMM, N-able N-centralAteraAteraagainst: NinjaOne RMMno first choiceagainst: Automate, ConnectWise RMM, Datto RMM, Kaseya VSA, N-able N-central, Pandora FMS, Pulseway, Tactical RMM, Zabbix
Two alternatives
Atera, SyncroTwo alternatives
Atera, MSP360 RMMFive alternatives
Action1, Datto RMM, NinjaOne RMM, SuperOps, SyncroTwo alternatives
Level.io, SyncroGrok 4.20NinjaOne RMMagainst: ConnectWise RMM, Datto RMM, Kaseya VSA, Tactical RMMNinjaOne RMMHeldagainst: ConnectWise Automate, Datto RMM, N-ableAtera, NinjaOne RMMagainst: ConnectWise Automate, Datto RMM, Kaseya VSA, PulsewayNinjaOne RMMagainst: ZabbixNinjaOne RMMagainst: ConnectWise Automate, N-able N-sightagainst: Atera, ConnectWise RMM, Datto RMM, Kaseya VSA, ManageEngine Endpoint Central, SimpleHelp, SolarWinds, Tactical RMM
Three alternatives
Atera, SuperOps, SyncroTwo alternatives
Atera, SyncroThree alternatives
N-able N-sight, SuperOps, SyncroThree alternatives
Atera, SuperOps, SyncroOne alternative
AteraMistral SmallAteraAtera, NinjaOne RMMChangedAtera, NinjaOne RMMagainst: ConnectWise AutomateAterano first choiceagainst: Kaseya VSA, SolarWinds MSPagainst: Action1, ConnectWise Automate, Datto RMM, Kaseya VSA
Two alternatives
Action1, NinjaOne RMMTwo alternatives
Level.io, SyncroTwo alternatives
N-able N-sight, SyncroFour alternatives
Action1, Level.io, NinjaOne RMM, SyncroDeepSeek V4 FlashNinjaOne RMMNinjaOne RMMHeldAtera, NinjaOne RMMagainst: Datto RMMAction1, NinjaOne RMMagainst: ConnectWise RMM, Kaseya VSA, SyncroAtera, NinjaOne RMMagainst: Atera, ConnectWise RMM, Datto RMM, Kaseya VSA, N-able N-sight
Three alternatives
Action1, Atera, SyncroTwo alternatives
Atera, SyncroTwo alternatives
SuperOps, SyncroTwo alternatives
Atera, Level.ioTwo alternatives
Pulseway, SyncroLlama 4 MaverickAterano first choiceChangedNinjaOne RMMAction1no first choiceagainst: Datto RMM, Kaseya VSA, SherpaDesk
Three alternatives
Action1, NinjaOne RMM, SyncroOne alternative
AteraThree alternatives
N-able N-sight, NinjaOne RMM, SyncroQwen 3.7 FlashNinjaOne RMMAtera, SyncroChangedagainst: MSP360 RMMNinjaOne RMMAteraagainst: NinjaOne RMMAtera, NinjaOne RMMagainst: ConnectWise RMM, Kaseya VSA, LogMeIn, SolarWinds, TeamViewer Remote
Three alternatives
Atera, Datto RMM, Syncro MSPOne alternative
NinjaOne RMMFour alternatives
Atera, Datto RMM, SuperOps, SyncroTwo alternatives
ManageEngine Desktop Central MSP, SyncroTwo alternatives
Action1, SyncroKimi K2NinjaOne RMMAtera, NinjaOne RMMChangedAteraagainst: Datto RMMAtera, SyncroAtera, Syncroagainst: Kaseya VSA, SolarWinds
Three alternatives
Action1, Atera, Level.ioOne alternative
MSP360 RMMThree alternatives
NinjaOne RMM, SuperOps, SyncroOne alternative
NinjaOne RMMOne alternative
NinjaOne RMMGLM 4.7 FlashXAtera, NinjaOne RMMNinjaOne RMMChangedNinjaOne RMMagainst: SolarWinds N‑centralAction1Ateraagainst: Kaseya VSA, N-able N-centralagainst: Auvik, ConnectWise Automate, Datto RMM, Kaseya VSA, ManageEngine Endpoint Central, Panorama9, RunSmart, SolarWinds N‑Central
Four alternatives
Datto RMM, ManageEngine Endpoint Central, N-able N-sight, SyncroThree alternatives
Atera, N-able N-sight, SyncroThree alternatives
Atera, ManageEngine RMM Central, SyncroFive alternatives
Atera, Level.io, NinjaOne RMM, Syncro, TechsTogetherFive alternatives
ConnectWise RMM, Datto RMM, ManageEngine Endpoint Central, NinjaOne RMM, SyncroMiniMax M2.5NinjaOne RMMAtera, NinjaOne RMMChangedAtera, Syncroagainst: ConnectWise AutomateAction1, Level.iono first choiceagainst: ConnectWise ScreenConnect, Continuum, Kaseya VSA, N-able N-central, N-able N-sight, NinjaOne RMM, SimpleHelp
Four alternatives
Action1, Atera, Datto RMM, SyncroTwo alternatives
N-able N-sight, SyncroOne alternative
NinjaOne RMMTwo alternatives
Syncro, TechsTogetherGPT-6 LunaNinjaOne RMMSyncro CoreChangedNinjaOne RMMagainst: SuperOpsLevel.ioMicrosoft Intuneagainst: Automate, ConnectWise ScreenConnect, Datto RMM, Kaseya VSA
One alternative
AteraTwo alternatives
Atera, NinjaOne RMMThree alternatives
Atera, N-able N-sight, SyncroTwo alternatives
Action1, SyncroMuse Glimmer 30BAtera, NinjaOne RMMAteraChangedAtera, Syncroagainst: ConnectWise AutomateAction1no first choiceagainst: ConnectWise Automate, Kaseya VSA, NinjaOne RMM, SolarWinds
Two alternatives
SuperOps, SyncroTwo alternatives
NinjaOne RMM, SyncroTwo alternatives
Level.io, NinjaOne RMMFour alternatives
Atera, Level.io, NinjaOne RMM, SyncroBold 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 08:49 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:33 | yes | 4 | 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 17:17 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:45 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:51 | yes | 10 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:47 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:07 | yes | 13 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:57 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:22 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:14 | yes | 14 | 60 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:35 | yes | 10 | 66 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:23 | yes | 10 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:42 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:06 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:00 | yes | 17 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:47 | 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 09:03 | yes | 11 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:03 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:46 | yes | 5 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:25 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:16 | yes | 21 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:05 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:51 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:20 | yes | 5 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:06 | yes | 5 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:52 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:42 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:29 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:19 | yes | 10 | 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 18:16 | yes | 10 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:29 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:06 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:47 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:51 | yes | 20 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:08 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:13 | yes | 10 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:31 | yes | 25 | 82 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:25 | yes | 24 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:49 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:28 | yes | 10 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:44 | yes | 10 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:55 | 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 12:40 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:03 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:09 | yes | 10 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:54 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:52 | yes | 8 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:35 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | yes | 5 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:35 | yes | 10 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:48 | yes | 25 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:05 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:49 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:11 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:17 | yes | 16 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:54 | 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 12:04 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:59 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:21 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:05 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:46 | yes | 18 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:23 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:19 | yes | 5 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:31 | yes | 15 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:15 | yes | 15 | 216 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:57 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:57 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:32 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:53 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:57 | yes | 2 | 7 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 13:04 | yes | 11 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:27 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:16 | yes | 15 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:01 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:04 | yes | 25 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:35 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | yes | 15 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:17 | yes | 24 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:43 | yes | 24 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | yes | 25 | 50 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:40 | yes | 2 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:18 | yes | 15 | 19 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
ConnectWise read as ConnectWise RMM
Datto read as Datto RMM
Kaseya read as Kaseya VSA
Kaseya (VSA) read as Kaseya VSA
MSP360 (Solidsoft) read as MSP360 RMM
ManageEngine read as ManageEngine Endpoint Central
NinjaOne 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
AutoFielder
Continuum
Panorama9
RunSmart
SolarWinds MSP (now N-able)
SolarWinds N‑Central
SolarWinds N‑central
Syncro Core
Discontinued, still offered
No shut-down product was recommended here.