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. 38 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
61%
Clear leader
61NinjaOne RMM18Atera08ConnectWise RMM13others
61% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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 twenty-eight head-to-head pages: the top eight products, each against each
NinjaOne RMM vs ConnectWise RMMNinjaOne RMM vs SuperOpsNinjaOne RMM vs ManageEngine Endpoint CentralNinjaOne RMM vs N-able N-sightSyncro vs Action1Syncro vs AteraSyncro vs ConnectWise RMMSyncro vs SuperOpsSyncro vs ManageEngine Endpoint CentralSyncro vs N-able N-sightAction1 vs AteraAction1 vs ConnectWise RMMAction1 vs SuperOpsAction1 vs ManageEngine Endpoint CentralAction1 vs N-able N-sightAtera vs ConnectWise RMMAtera vs SuperOpsAtera vs ManageEngine Endpoint CentralAtera vs N-able N-sightConnectWise RMM vs SuperOpsConnectWise RMM vs ManageEngine Endpoint CentralConnectWise RMM vs N-able N-sightSuperOps vs ManageEngine Endpoint CentralSuperOps vs N-able N-sightManageEngine Endpoint Central vs N-able N-sight
One product takes 61% of first choices here, so the chart would put eight 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
Seven of twelve models held their first choice under the paraphrase. Grok 4.20, Mistral Small, Kimi K2, GLM 4.7 FlashX 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.
Atera46%
18 of 39 labels negative · 11 of 12 models · 4 hard negative
“Platforms to avoid or approach with high caution: - Atera: Per-technician pricing seems appealing... Lacks depth in reporting” Grok 4.20, negative prompt
ConnectWise Automate41%
9 of 22 labels negative · 8 of 12 models
“Why Enterprises Should Be Cautious: ConnectWise has pivoted its focus toward its newer, cloud-native Asio platform... Legacy Automate is receiving minimal development” Gemini 3.5 Flash, negative prompt
Syncro45%
9 of 20 labels negative · 7 of 12 models · 5 hard negative
“Why Enterprises Should Avoid: They lack the complex, multi-site isolation, highly granular RBAC, and robust API integrations” Gemini 3.5 Flash, negative prompt
Kaseya VSA28%
8 of 29 labels negative · 6 of 12 models · 3 hard negative
“Avoid for Pure Predictability: N\u2011able N\u2011central, ConnectWise RMM, Kaseya VSA” GLM 4.7 FlashX, budget prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
62 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1011 links across 235 sites, every framing counted. Ranked by the number of answers carrying the site or page.
41 answers · 55 citations · 11 models
vendor site · G236 answers · 37 citations · 11 models
vendor site · SuperOps30 answers · 39 citations · 10 models
vendor site · Domotz29 answers · 31 citations · 10 models
vendor site · NinjaOne28 answers · 41 citations · 11 models
27 answers · 33 citations · 10 models
20 answers · 22 citations · 9 models
vendor site · Atera18 answers · 24 citations · 7 models
18 answers · 18 citations · 7 models
vendor site · ConnectWise17 answers · 26 citations · 7 models
vendor site · G215 answers · 22 citations · 10 models
vendor site · Flamingo15 answers · 20 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.
38 answers · 11 models
36 answers · 11 models
25 answers · 9 models
21 answers · 8 models
19 answers · 9 models
18 answers · 7 models
15 answers · 8 models
14 answers · 6 models
13 answers · 7 models
13 answers · 7 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 61% | 61% | 190 | 18,100 | 610 | 316,268 company | $17,226 | 118 | 7 |
| Atera atera.com | 18% | 332 | 18,100 | 260 | 87,774 | 120 | ||
| ConnectWise RMM connectwise.com ConnectWise RMM 8%, ConnectWise Automate 3% | 11% | 68 | 720 | 37 | 117,593 | $840 | 120 | 4 |
| Syncro syncrosecure.com | 5% | 133 | 3,600 | 383 | 48,252 | $1,141 | 15 | 1 |
| N-able n-able.com N-able N-central 3%, N-able N-sight 3%, N-able 0% | 5% | 75 | 4,400 | 296 | 46,175 company | $16,177 | 84 | |
| Datto datto.com Datto RMM 0% | 0% | 128 | 9,900 | 805 | 35,477 company | $16 | 37 | 2 |
| ManageEngine parent site ManageEngine Endpoint Central 0%, ManageEngine RMM Central 0% | 0% | 244 | 8,100 | 675 | ||||
| Microsoft parent site Microsoft Intune 0% | 0% | 386 | 2,240,000 | 403,136 | ||||
| Kaseya kaseya.com Kaseya VSA 0% | 0% | 97 | 18,100 | 1,701 | 38,107 company | 21 | ||
| 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; 8 of them are among the sites the models cited here (blog.domotz.com, connectwise.com, expertinsights.com, g2.com, learn.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 4.5no first choiceno first choiceHeldNinjaOne RMMagainst: ConnectWise AutomateAtera, Syncrono first choiceagainst: AnyDesk, Atera, ConnectWise ScreenConnect, Fleetdeck, NetSupport Manager, TeamViewer Remote
Three alternatives
Datto RMM, NinjaOne RMM, SyncroFour alternatives
Atera, Datto RMM, Level.io, N-able N-centralOne alternative
NinjaOne RMMGPT-5.4 miniNinjaOne RMMagainst: Atera, ConnectWise AutomateNinjaOne RMMHeldConnectWise RMM, N-able N-centralNinjaOne RMMagainst: ConnectWise RMM, Kaseya 365 Endpointno first choiceagainst: Atera, Ivanti EPMM, Syncro, TeamViewer Remote
Three alternatives
Datto RMM, Microsoft Defender for Endpoint, Microsoft IntuneTwo alternatives
ConnectWise RMM, Datto RMMFour alternatives
Datto RMM, Kaseya VSA, ManageEngine RMM Central, N-able N-sightOne alternative
MSP360 RMMGemini 3.5 FlashNinjaOne RMMagainst: ConnectWise AutomateNinjaOne RMMHeldagainst: ConnectWise RMM, TaniumNinjaOne RMMNinjaOne RMMagainst: AteraNinjaOne RMMagainst: Atera, ConnectWise Automate, Kaseya VSA, Pulseway, Syncro
Four alternatives
Datto RMM, ManageEngine Endpoint Central, N-able N-central, TaniumTwo alternatives
ManageEngine Endpoint Central, N-able N-centralFour alternatives
ConnectWise Automate, Kaseya VSA, ManageEngine Endpoint Central, N-able N-centralTwo alternatives
ManageEngine Endpoint Central, Microsoft IntuneTwo alternatives
Microsoft Intune, TaniumPerplexity SonarNinjaOne RMMNinjaOne RMMHeldNinjaOne RMMAterano first choiceagainst: AirDroid-style tools, AnyDesk, Atera, ConnectWise Automate, Datto RMM, Kaseya VSA, LogMeIn Central, Splashtop, Splashtop Remote Support, Syncro, TeamViewer Remote
Two alternatives
ConnectWise RMM, Datto RMMTwo alternatives
ConnectWise Automate, ManageEngine Endpoint CentralSeven alternatives
Acronis RMM, Atera, ConnectWise RMM, Datto RMM, ManageEngine Endpoint Central, ManageEngine RMM Central, SyncroOne alternative
NinjaOne RMMGrok 4.20N-able N-central, NinjaOne RMMagainst: AteraConnectWise RMMChangedagainst: Kaseya VSANinjaOne RMMagainst: Acronis RMM, Atera, SyncroAteraagainst: ConnectWise RMM, Kaseya VSA, N-able N-centralNinjaOne RMMagainst: Atera, NinjaOne RMM, Pulseway, Syncro
Two alternatives
Acronis RMM, ManageEngine Endpoint CentralTwo alternatives
N-able N-central, NinjaOne RMMFour alternatives
ConnectWise RMM, Kaseya VSA, ManageEngine Endpoint Central, N-able N-centralTwo alternatives
NinjaOne RMM, SyncroTwo alternatives
Atera, ConnectWise RMMMistral SmallNinjaOne RMMConnectWise AutomateChangedNinjaOne RMMagainst: ConnectWise RMMNinjaOne RMMno first choiceagainst: Atera, N-able N-sight, Splashtop, Syncro
Two alternatives
Datto RMM, N-ableTwo alternatives
Atera, NinjaOne RMMSeven alternatives
Action1, Atera, Datto RMM, ManageEngine Endpoint Central, N-able N-central, SuperOps, SyncroOne alternative
AteraDeepSeek V4 FlashNinjaOne RMMNinjaOne RMMHeldagainst: ConnectWise RMMNinjaOne RMMagainst: Atera, SyncroAteraagainst: N-able N-centralno first choiceagainst: Action1, Atera, ConnectWise Automate, ConnectWise ScreenConnect, Datto RMM, Fleetdeck, GoTo Resolve, Kaseya VSA, Level.io, LogMeIn, N-able N-sight, PDQ Connect, SimpleHelp, Syncro, TeamViewer Remote
Two alternatives
ConnectWise Automate, TaniumTwo alternatives
Atera, Datto RMMFour alternatives
ConnectWise RMM, Datto RMM, ManageEngine Endpoint Central, N-able N-centralOne alternative
NinjaOne RMMLlama 4 Maverickno first choiceno first choiceHeldno first choiceAtera, Syncrono first choiceagainst: Atera, Datto RMM
Qwen 3.7 FlashNinjaOne RMMNinjaOne RMMHeldConnectWise AutomateNinjaOne RMMagainst: Atera, Syncrono first choiceagainst: Atera, ConnectWise Automate, Datto RMM, Ivanti Neurons, ManageEngine Endpoint Central, NinjaOne RMM, SCCM, SolarWinds
Three alternatives
ConnectWise Automate, Datto RMM, SyncroFour alternatives
ConnectWise Automate, Ivanti Neurons, ManageEngine Endpoint Central, Microsoft IntuneFour alternatives
Action1, Kaseya VSA, N-able, N-able N-sightOne alternative
ConnectWise AutomateKimi K2ConnectWise RMMagainst: Kaseya VSANinjaOne RMMChangedagainst: ConnectWise AutomateNinjaOne RMMagainst: Acronis RMM, AteraAterano first choiceagainst: Datto RMMagainst: AnyDesk, Atera, Automate, Chrome Remote Desktop, ConnectWise ScreenConnect, Datto RMM, GoToHTTP, Kaseya VSA, MeshCentral, N-able N-central, NetSupport Manager, SimpleHelp, TeamViewer Remote
Two alternatives
N-able N-central, NinjaOne RMMTwo alternatives
Datto RMM, N-able N-centralFour alternatives
ConnectWise RMM, Datto RMM, Kaseya VSA, N-able N-centralThree alternatives
ConnectWise RMM, Datto RMM, NinjaOne RMMFour alternatives
Atera, ConnectWise Automate, Microsoft Intune, NinjaOne RMMGLM 4.7 FlashXno first choiceNinjaOne RMMChangedN-able N-central, NinjaOne RMMNinjaOne RMMagainst: ConnectWise RMM, Kaseya VSA, N-able N-centralno first choiceagainst: Atera, N-able, Splashtop
Two alternatives
ConnectWise RMM, N-able N-centralFour alternatives
Acronis RMM, Atera, ConnectWise RMM, SyncroTwo alternatives
Atera, SyncroMiniMax M2.5N-able N-sight, NinjaOne RMMConnectWise RMM, NinjaOne RMMChangedN-able N-centralAteraagainst: ConnectWise Automateno first choiceagainst: ConnectWise ScreenConnect, N-able N-sight, SimpleHelp, Splashtop, TeamViewer Remote
Two alternatives
ConnectWise RMM, SuperOpsThree alternatives
Atera, Datto RMM, N-able N-centralSix alternatives
Atera, Datto RMM, Kaseya VSA, ManageEngine RMM Central, NinjaOne RMM, PulsewayOne alternative
NinjaOne 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.
Seventy-two 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 | 2026-09-17 10:57 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:05 | no | 0 | 3 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:21 | yes | 23 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 12:42 | yes | 20 | 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) | 2026-09-17 13:29 | yes | 20 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:49 | yes | 13 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:59 | yes | 17 | 15 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:54 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:24 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:54 | yes | 11 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:57 | yes | 20 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:20 | yes | 5 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:08 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:35 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:18 | yes | 20 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 11:39 | yes | 20 | 5 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) | 2026-09-17 13:58 | yes | 32 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:56 | yes | 13 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:23 | yes | 23 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:46 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:08 | no | 0 | 45 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:57 | yes | 18 | 47 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:12 | yes | 29 | 86 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:25 | yes | 8 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:52 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:51 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:54 | yes | 28 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 13:03 | yes | 20 | 9 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) | 2026-09-17 14:07 | yes | 22 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:44 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:50 | yes | 18 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:35 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:21 | no | 0 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:44 | yes | 17 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:06 | yes | 16 | 143 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:01 | yes | 5 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:11 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:22 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:33 | yes | 23 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 10:07 | yes | 20 | 5 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) | 2026-09-17 10:59 | yes | 34 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:42 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:17 | yes | 18 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:46 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:52 | yes | 5 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:48 | yes | 19 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:14 | yes | 26 | 65 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:25 | yes | 22 | 66 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:39 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:22 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:41 | yes | 13 | 33 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 11:01 | yes | 16 | 11 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) | 2026-09-17 13:12 | yes | 19 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:51 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 14:14 | yes | 20 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:01 | no | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:14 | yes | 13 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:22 | yes | 30 | 132 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:22 | no | 0 | 76 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:23 | yes | 14 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:28 | yes | 4 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:09 | yes | 18 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 10:35 | yes | 20 | 6 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) | 2026-09-17 12:48 | yes | 41 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:40 | yes | 15 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:42 | yes | 27 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:00 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:04 | no | 0 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:26 | yes | 23 | 71 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:49 | yes | 33 | 62 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:45 | yes | 13 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Acronis read as Acronis RMM
Acronis Cyber Protect Cloud read as Acronis RMM
ConnectWise read as ConnectWise RMM
ConnectWise Automate / ConnectWise RMM read as ConnectWise RMM
ConnectWise RMM / Automate read as ConnectWise RMM
Datto read as Datto RMM
Ivanti read as Ivanti Neurons
Kaseya read as Kaseya VSA
MSP360 read as MSP360 RMM
ManageEngine read as ManageEngine Endpoint Central
ManageEngine (Desktop Central) read as ManageEngine Endpoint Central
Ninja RMM read as NinjaOne RMM
NinjaOne read as NinjaOne RMM
NinjaOne (NinjaRMM) read as NinjaOne RMM
NinjaOne (formerly NinjaRMM) read as NinjaOne RMM
TeamViewer read as TeamViewer Remote
Unresolved, counted raw
AirDroid-style tools
Arsenal
Helios
Ivanti EPMM
Kaseya 365 Endpoint
LogMeIn Central
Discontinued, still offered
No shut-down product was recommended here.