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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Atera20NinjaOne RMM16Syncro18others
45% of first choices, clear leader.
Since September 2026▲+16Since September 2026: 30% → 46%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.Atera held the lead, +16 points on 30%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Atera45%Clear leader▲+16Since September 2026: 30% → 46%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-marketNinjaOne RMM47%Clear leader▼−3Since September 2026: 50% → 47%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseNinjaOne RMM48%Clear leader▼−8Since September 2026: 61% → 53%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Atera45%Clear leader▲+16Since September 2026: 30% → 46%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-marketNinjaOne RMM47%Clear leader▼−3Since September 2026: 50% → 47%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseNinjaOne RMM48%Clear leader▼−8Since September 2026: 61% → 53%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Atera45%4%72endorsed leader▲+16Since September 2026: 30% → 46%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.30% → 46%
Atera45%4%72endorsed leader▲+16Since September 2026: 30% → 46%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.30% → 46%02NinjaOne RMM20%10%63accepted challenger▼−5Since September 2026: 26% → 21%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.26% → 21%
03
Syncro16%2%58accepted challenger▼−2Since September 2026: 19% → 17%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 17%
Syncro16%2%58accepted challenger▼−2Since September 2026: 19% → 17%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 17%04
Action17%14%14accepted challenger▼−9Since September 2026: 15% → 6%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 6%
Action17%14%14accepted challenger▼−9Since September 2026: 15% → 6%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 6%05
SuperOps4%8%26accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
SuperOps4%8%26accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%06
Datto RMM4%48%33criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Datto RMM4%48%33criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%Show the five products at 0%, ordered by negative rate
11
Kaseya VSA0%83%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Kaseya VSA0%83%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
ConnectWise Automate0%78%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ConnectWise Automate0%78%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
ConnectWise RMM0%46%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
ConnectWise RMM0%46%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%08
N-able N-sight0%33%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
N-able N-sight0%33%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%07
ManageEngine Endpoint Central0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ManageEngine Endpoint Central0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 small business.
All fifteen head-to-head pages: the top six 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 →
01N02
030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Atera45%
Atera45%02NinjaOne RMM20%
03Syncro16%
Syncro16%04Action17%
Action17%05SuperOps4%
SuperOps4%06Datto RMM4%
Datto RMM4%07ManageEngine Endpoint Central0%
ManageEngine Endpoint Central0%08N-able N-sight0%
N-able N-sight0%09ConnectWise RMM0%
ConnectWise RMM0%10ConnectWise Automate0%
ConnectWise Automate0%11Kaseya VSA0%
Kaseya VSA0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, 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 VSA83%
19 of 23 labels negative · 13 of 14 models · 13 hard negative
“The platforms most worth avoiding or scrutinizing closely ... Kaseya products ... flag Kaseya-related tools as something to “steer clear of,”” Perplexity Sonar, negative prompt
Datto RMM48%
16 of 33 labels negative · 11 of 14 models · 7 hard negative
“Buyer sentiment has shifted significantly since the acquisition... struggling post-acquisition.” GLM 4.7 FlashX, negative prompt
ConnectWise Automate78%
14 of 18 labels negative · 10 of 14 models · 5 hard negative
“ConnectWise Automate, because it is described as better suited to larger, more technically mature MSPs rather than small businesses.” Perplexity Sonar, negative prompt
ConnectWise RMM46%
6 of 13 labels negative · 6 of 14 models · 1 hard negative
“Many legacy, enterprise RMMs (like ConnectWise or Kaseya) have 50- or 100-device minimums... Avoid these.” Gemini 3.5 Flash, scale 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. 1064 links across 181 sites, every framing counted. Ranked by the number of answers carrying the site or page. 31 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 · SuperOps49 answers · 76 citations · 12 models
43 answers · 61 citations · 13 models
vendor site · Atera39 answers · 52 citations · 12 models
vendor site · NinjaOne31 answers · 42 citations · 12 models
27 answers · 32 citations · 12 models
vendor site · Domotz27 answers · 31 citations · 11 models
vendor site · G225 answers · 32 citations · 10 models
vendor site · ConnectWise25 answers · 31 citations · 10 models
25 answers · 25 citations · 11 models
vendor site · G224 answers · 25 citations · 11 models
24 answers · 24 citations · 8 models
21 answers · 21 citations · 11 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.
36 answers · 12 models
32 answers · 10 models
31 answers · 9 models
26 answers · 9 models
25 answers · 11 models
24 answers · 8 models
23 answers · 10 models
22 answers · 11 models
21 answers · 10 models
21 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Atera atera.com | 45% | 332 | 18,100 | 260 | 87,774 | 120 | ||
| NinjaOne ninjaone.com NinjaOne RMM 20% | 20% | 190 | 18,100 | 610 | 316,268 company | $17,226 | 118 | 7 |
| Syncro syncrosecure.com | 16% | 133 | 3,600 | 383 | 48,252 | $1,141 | 15 | 1 |
| Action1 action1.com | 7% | 255 | 8,100 | 87 | 18,854 | $3,801 | 48 | |
| SuperOps superops.com | 4% | 54 | 1,000 | 33 | 287,437 | $18,469 | 51 | 8 |
| Datto datto.com Datto RMM 4% | 4% | 128 | 9,900 | 805 | 35,477 company | $16 | 37 | 2 |
| Pulseway pulseway.com | 2% | 44 | 1,300 | 50 | 1,158 | 0 | ||
| Tactical RMM tacticalrmm.com | 2% | 14 | 1,000 | 14 | 440 | |||
| Itarian itarian.com | 0% | 8 | 720 | 21 | 304,255 | |||
| Level.io level.io | 0% | 29 | 720 | 1 | 11,746 | $170 | 2 | 1 |
Google's top ten for the three searches hold 24 sites; 8 of them are among the sites the models cited here (blog.domotz.com, connectwise.com, g2.com, learn.g2.com, ninjaone.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, SyncroDatto RMM, NinjaOne RMMChangedNinjaOne RMMAterano first choiceagainst: Atera, Datto RMM, Kaseya VSA, N-able, NinjaOne RMM
Three alternatives
ManageEngine Endpoint Central, NinjaOne RMM, SuperOpsThree alternatives
Atera, SuperOps, SyncroThree alternatives
Itarian, Syncro, Tactical RMMGPT-5.4 miniNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMagainst: ConnectWise AutomateAteraagainst: ConnectWise Automateno first choicenothing named
Two alternatives
ConnectWise RMM, Datto RMMFour alternatives
Atera, Datto RMM, N-able N-central, N-able N-sightFour alternatives
Atera, ConnectWise RMM, Datto RMM, SyncroOne alternative
NinjaOne RMMGemini 3.5 FlashNinjaOne RMMSyncroChangedAtera, Syncroagainst: Action1Action1against: Datto RMM, NinjaOne RMMAction1against: ConnectWise RMM, Kaseya VSAagainst: ConnectWise Automate, Datto RMM, Kaseya VSA, N-able N-central, Pulseway
Three alternatives
Action1, Atera, SyncroTwo alternatives
Atera, NinjaOne RMMTwo alternatives
NinjaOne RMM, SuperOpsThree alternatives
Atera, Syncro, Tactical RMMThree alternatives
Atera, NinjaOne RMM, SyncroPerplexity SonarAteraSyncroChangedagainst: ConnectWise Automate, N-able N-sightAtera, NinjaOne RMMSyncrono first choiceagainst: ConnectWise Automate, Datto RMM, Kaseya VSA
Two alternatives
N-able N-sight, SyncroThree alternatives
Atera, ManageEngine Endpoint Central, NinjaOne RMMThree alternatives
ManageEngine Endpoint Central, Syncro, TeamViewer Remote ManagementTwo alternatives
Action1, AteraGrok 4.20AteraAteraHeldagainst: ConnectWise Automate, Datto RMM, Kaseya VSA, N-able N-central, NinjaOne RMM, SuperOpsNinjaOne RMMagainst: ConnectWise RMM, Datto RMM, Kaseya VSAAteraagainst: Action1, PulsewayAtera, Syncroagainst: SolarWindsagainst: ConnectWise Automate, Datto RMM, Kaseya VSA, N-able
Three alternatives
N-able N-sight, NinjaOne RMM, SyncroOne alternative
SyncroFour alternatives
Atera, N-able N-sight, SuperOps, SyncroTwo alternatives
SuperOps.ms, SyncroOne alternative
NinjaOne RMMMistral SmallAtera, SuperOpsAtera, NinjaOne RMMChangedagainst: ConnectWise Automate, Kaseya VSAAtera, NinjaOne RMMagainst: Datto RMM, N-ableAtera, Syncrono first choiceagainst: ConnectWise Automate, Kaseya VSA
One alternative
Datto RMMOne alternative
SuperOpsDeepSeek V4 FlashNinjaOne RMMSyncroChangedNinjaOne RMMAction1, Pulsewayno first choiceagainst: ConnectWise RMM, Kaseya VSA, N-able N-sight
Two alternatives
Atera, SyncroTwo alternatives
Atera, NinjaOne RMMFour alternatives
Atera, Level.io, SuperOps, SyncroTwo alternatives
NinjaOne RMM, SyncroSeven alternatives
Atera, Datto RMM, N-able, NinjaOne RMM, Pulseway, SuperOps, SyncroLlama 4 MaverickAterano first choiceChangedAteraAterano first choiceagainst: ConnectWise Automate, Datto RMM, Kaseya VSA
Two alternatives
Domotz, SuperOpsOne alternative
ItarianTwo alternatives
LogMeIn Resolve, NinjaOne RMMQwen 3.7 FlashNinjaOne RMMAtera, NinjaOne RMMChangedagainst: ConnectWise RMM, SolarWindsAtera, NinjaOne RMM, Syncroagainst: Kaseya VSA, ManageEngine Endpoint CentralAtera, Syncroagainst: NinjaOne RMMno first choiceagainst: Comodo RMM / Comodo One, Datto RMM, Kaseya VSA, Legacy ConnectWise, ManageEngine Endpoint Central, N-able N-sight
Three alternatives
Atera, Pulseway, SyncroTwo alternatives
Datto RMM, SuperOpsOne alternative
Action1Kimi K2AteraNinjaOne RMMChangedAtera, Syncroagainst: Datto RMMAteraAteraagainst: AnyDesk, ConnectWise Automate, ConnectWise RMM, Datto RMM, Kaseya VSA, LogMeIn, N-able, SolarWinds, TeamViewer Remote
Three alternatives
NinjaOne RMM, SuperOps, SyncroTwo alternatives
Atera, Datto RMMThree alternatives
Action1, NinjaOne RMM, SuperOpsTwo alternatives
NinjaOne RMM, SyncroThree alternatives
Level.io, NinjaOne RMM, SyncroGLM 4.7 FlashXAtera, NinjaOne RMMAteraChangedagainst: SyncroAtera, NinjaOne RMMagainst: Datto RMM, ManageEngine Endpoint CentralAterano first choiceagainst: Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, NinjaOne RMM
Three alternatives
Datto RMM, ManageEngine Endpoint Central, N-able N-centralOne alternative
Datto RMMOne alternative
SyncroTwo alternatives
Domotz, NinjaOne RMMFive alternatives
Action1, Atera, Datto RMM, NinjaOne RMM, SyncroMiniMax M2.5Datto RMMAteraChangedAtera, SyncroTactical RMMno first choiceagainst: ConnectWise Automate, Datto RMM, Kaseya VSA
Four alternatives
ConnectWise RMM, N-able N-central, N-able N-sight, NinjaOne RMMThree alternatives
Datto RMM, Itarian, MSP360 RMMTwo alternatives
Atera, NinjaOne RMMGPT-6 LunaNinjaOne RMMSyncroChangedNinjaOne RMMAction1no first choiceagainst: ConnectWise Automate, ConnectWise ScreenConnect, Kaseya VSA
Three alternatives
Action1, Atera, SyncroTwo alternatives
Atera, NinjaOne RMMFour alternatives
Atera, Datto RMM, N-able N-sight, SyncroTwo alternatives
Atera, SyncroMuse Glimmer 30BAtera, SuperOpsAteraChangedAtera, NinjaOne RMMAterano first choiceagainst: Atera, ConnectWise RMM, Datto RMM, Kaseya VSA, N-able, NinjaOne RMM, SuperOps, Tactical RMM, TeamViewer Remote
Two alternatives
Level.io, NinjaOne RMMThree alternatives
NinjaOne RMM, SuperOps, SyncroFive alternatives
ConnectWise RMM, Datto RMM, N-able N-central, SuperOps, SyncroFive alternatives
Action1, Itarian, Level.io, ManageEngine Endpoint Central, SyncroTwo alternatives
Atera, 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 | 2026-10-01 09:15 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:23 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:25 | yes | 18 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:33 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-01 10:20 | yes | 18 | 5 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:14 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:33 | yes | 25 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:15 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:43 | yes | 17 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:12 | yes | 15 | 134 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:45 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:47 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:33 | yes | 13 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:05 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:29 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:24 | yes | 17 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:19 | yes | 23 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-01 13:43 | yes | 25 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:03 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:27 | yes | 23 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:41 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:57 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:04 | yes | 10 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:44 | yes | 24 | 90 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:11 | yes | 10 | 79 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:48 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:09 | yes | 19 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:18 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:15 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:50 | yes | 26 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:42 | yes | 17 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-01 11:37 | yes | 21 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:59 | yes | 14 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:36 | yes | 21 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:33 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:17 | yes | 10 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:06 | yes | 24 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:30 | yes | 23 | 213 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:31 | yes | 14 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:49 | yes | 5 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:09 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:18 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:26 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:11 | yes | 21 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:27 | yes | 18 | 2 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-01 08:49 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:11 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:01 | yes | 23 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:19 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:46 | yes | 10 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:08 | yes | 13 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:32 | yes | 22 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:24 | yes | 13 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:39 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:13 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:07 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:27 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:05 | yes | 9 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:20 | yes | 28 | 4 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-01 08:27 | yes | 19 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:58 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:50 | yes | 21 | 63 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:45 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:08 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:22 | yes | 15 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:53 | yes | 22 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:57 | yes | 5 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:51 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:44 | yes | 14 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:44 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:15 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:24 | yes | 18 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:13 | yes | 18 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-01 12:40 | yes | 23 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:24 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:25 | yes | 25 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:30 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:41 | yes | 20 | 60 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:40 | yes | 23 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:03 | yes | 23 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:17 | yes | 6 | 22 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:23 | yes | 2 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:22 | yes | 20 | 43 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 (formerly Datto RMM) read as Kaseya VSA
ManageEngine read as ManageEngine Endpoint Central
NinjaOne read as NinjaOne RMM
NinjaOne (formerly NinjaRMM) read as NinjaOne RMM
NinjaRMM read as NinjaOne RMM
NinjaRMM (NinjaOne) read as NinjaOne RMM
TeamViewer read as TeamViewer Remote
Unresolved, counted raw
Comodo RMM / Comodo One
ConnectWise PSA
Legacy ConnectWise (Full Suite)
SuperOps.ms
TeamViewer Remote Management
Discontinued, still offered
No shut-down product was recommended here.