Index › IT › IT operations and endpoint › Patching › Enterprise · November 2026 Edition

Patch management for enterprise buyers

Asked as “patch management tool”, and as “OS and third-party patching solution”, on behalf of an enterprise B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20%
Contested · NinjaOne Autonomous Patch Management 15%
20Microsoft Intune15NinjaOne Autonomous Patch Management12Automox53others

20% of first choices, contested.

Since October 2026▲+3Since October 2026: 17% → 20%, +3 points. Inside the 11-point floor: within noise.Microsoft Intune held the lead, +3 points on 17%, inside the 11-point floor.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Intune20%10%58accepted challenger▲+3Since October 2026: 17% → 20%, +3 points. Inside the 11-point floor: within noise.17% → 20%
02NinjaOne Autonomous Patch Management15%12%49accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.15% → 15%
03Automox12%6%50accepted challenger▼−3Since October 2026: 15% → 12%, −3 points. Inside the 11-point floor: within noise.15% → 12%
04Tanium Patch8%10%41accepted challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise.5% → 8%
05ManageEngine Patch Manager Plus8%8%38accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%
06Patch My PC8%14%21accepted challenger▲+1Since October 2026: 7% → 8%, +1 point. Inside the 11-point floor: within noise.7% → 8%
07Action15%10%29accepted challenger▼−2Since October 2026: 7% → 5%, −2 points. Inside the 11-point floor: within noise.7% → 5%
08HCL BigFix3%11%35accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
09Ivanti Neurons for Patch Management2%18%39accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
10ManageEngine Endpoint Central2%7%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
11Microsoft Configuration Manager2%54%13criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the two products at 0%, ordered by negative rate
13Windows Server Update Services0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12Atera0%31%13criticized challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%

The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven 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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Microsoft Intune20%
02NinjaOne Autonomous Patch Management15%
03Automox12%
04Tanium Patch8%
05ManageEngine Patch Manager Plus8%
06Patch My PC8%
07Action15%
08HCL BigFix3%
09Ivanti Neurons for Patch Management2%
10ManageEngine Endpoint Central2%
11Microsoft Configuration Manager2%
12Atera0%
13Windows Server Update Services0%

What they warned about

One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, 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.
Windows Server Update Services
73%
8 of 11 labels negative · 8 of 14 models · 5 hard negative
“Large enterprises should avoid relying solely on native operating system update mechanisms (like Windows Server Update Services or Windows Update for Business)” Muse Glimmer 30B, negative prompt
Kaseya VSA
67%
6 of 9 labels negative · 6 of 14 models · 4 hard negative
“Tools to Avoid: *Standalone Third-Party Patchers (e.g., old versions of Kaseya, N‑able)*” Qwen 3.7 Flash, negative prompt
Microsoft Intune
10%
6 of 58 labels negative · 6 of 14 models
“as the only solution in heterogeneous estates... should verify coverage rather than assume Microsoft-native tooling is sufficient” Perplexity Sonar, negative prompt
Microsoft Configuration Manager
54%
7 of 13 labels negative · 5 of 14 models · 3 hard negative
“you should avoid on-premise solutions (like SCCM) that require expensive hardware and maintenance” GLM 4.7 FlashX, budget prompt

What they cite

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.

Sites the answers cite

69 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. 811 links across 195 sites, every framing counted. Ranked by the number of answers carrying the site or page. 24 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 · NinjaOne33 answers · 39 citations · 11 models
vendor site · Automox22 answers · 24 citations · 9 models
vendor site · Action121 answers · 26 citations · 11 models
20 answers · 22 citations · 9 models
20 answers · 21 citations · 9 models
19 answers · 19 citations · 8 models
18 answers · 20 citations · 10 models
vendor site · Acronis14 answers · 14 citations · 7 models
vendor site · SecPod13 answers · 18 citations · 8 models
vendor site · Ivanti12 answers · 25 citations · 6 models
vendor site · ManageEngine12 answers · 14 citations · 10 models
vendor site · EZO11 answers · 11 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.

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 patch management tool”, “patch management tool”, “patch management tools”. 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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Microsoft parent site
Microsoft Intune 20%, Microsoft Configuration Manager 2%
22%3862,240,000403,136
NinjaOne Autonomous Patch Management ninjaone.com15%1420316,268$17,2261184
Automox automox.com12%1343,6005264,075$83218
ManageEngine parent site
ManageEngine Patch Manager Plus 8%, ManageEngine Endpoint Central 2%
10%2448,100675
Tanium Patch tanium.com8%461101228,789$70731
Patch My PC patchmypc.com8%534,40014418,9831
Action1 action1.com5%2558,1008718,854$3,801485
HCL BigFix hcl-software.com3%593201549,66738
Windows Autopatch windowsforum.com3%1059048141,6550
Ivanti parent site
Ivanti Neurons for Patch Management 2%
2%529,900636

Google's top ten for the three searches hold 18 sites; 4 of them are among the sites the models cited here (acronis.com, action1.com, manageengine.com, ninjaone.com). The first result for “best patch management tool” is reddit.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
ModelDirect“What is the best patch management tool for an enterprise B2B company?”Paraphrase“Which OS and third-party patching solution would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade patch management tools and how do they differ?”Budget-constrained“What is the best patch management tool 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 patch management tool. What should we look at?”Negative“Which patch management tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceMicrosoft IntuneChanged
Three alternativesAutomox, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus
no first choiceManageEngine Patch Manager Plus
Two alternativesAdaptiva OneSite Patch, Atera
no first choiceagainst: Action1, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management
GPT-5.4 miniMicrosoft Intune
Four alternativesAutomox, Ivanti Neurons for Patch Management, ManageEngine Endpoint Central, ManageEngine Patch Manager Plus
Microsoft Defender for Endpoint, Microsoft IntuneChanged
Three alternativesIvanti Neurons for Patch Management, Jamf, Tanium Patch
no first choice
Six alternativesHCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus, Microsoft Intune, Tanium Patch, Windows Server Update Services
ManageEngine Patch Manager Plus
One alternativeIvanti Neurons for Patch Management
no first choiceagainst: HCL BigFix
Gemini 3.5 FlashMicrosoft Intune, Tanium Patch
Four alternativesAutomox, ManageEngine Endpoint Central / Patch Manager Plus, Patch My PC, Qualys Patch Management
AutomoxChanged
Four alternativesIvanti Neurons for Patch Management, ManageEngine Endpoint Central, Microsoft Intune, Tanium Patch
no first choice
Six alternativesAutomox, Ivanti Neurons for Patch Management, ManageEngine Endpoint Central / Patch Manager Plus, Microsoft Intune, Qualys Patch Management, Tanium Patch
Microsoft Intune, Patch My PC
Four alternativesAction1, ManageEngine Endpoint Central, NinjaOne Autonomous Patch Management, Tanium Autonomous Endpoint Management
no first choiceagainst: Ansible, Atera, Bash, Ivanti Endpoint Manager, Jamf, PowerShell, Syncro, Windows Server Update Services
Perplexity SonarNinjaOne Autonomous Patch Management
Six alternativesAction1, Automox, HCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus, Microsoft Intune
Automox, Microsoft IntuneChanged
Three alternativesHCL BigFix, Ivanti Neurons for Patch Management, Patch My PC Cloud
no first choice
Eleven alternativesAction1, Automox, HCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus, Microsoft Intune, NinjaOne Autonomous Patch Management, Qualys VMDR, Red Hat Ansible Automation Platform, Tanium Patch, Tenable
ManageEngine Patch Manager Plus
One alternativeMicrosoft Intune
against: HCL BigFix, Tanium Patch
no first choiceagainst: Action1, Ivanti Neurons for Patch Management, Microsoft Intune, NinjaOne Autonomous Patch Management, Tanium Patch
Grok 4.20ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management
Three alternativesAutomox, Microsoft Intune, SecPod SanerNow
AutomoxChanged
Three alternativesManageEngine Patch Manager Plus, Microsoft Intune, NinjaOne Autonomous Patch Management
against: Ivanti Neurons for Patch Management, Patch My PC
no first choice
Eight alternativesAction1, Automox, ManageEngine Patch Manager Plus, Microsoft Configuration Manager, Microsoft Intune, NinjaOne Autonomous Patch Management, Qualys Patch Management, Tanium Patch
against: Ivanti Patch, SolarWinds Patch Manager
HCL BigFix
Two alternativesMicrosoft Intune, Tanium Patch
against: Automox, NinjaOne Autonomous Patch Management
Automox
Five alternativesHCL BigFix, Jamf, Kandji, Microsoft Intune, NinjaOne Autonomous Patch Management
against: Ansible, Atera, Foreman with Katello, GFI LanGuard, Ivanti Neurons for Patch Management, Jamf, Kaseya VSA, ManageEngine Patch Manager Plus, Microsoft Intune, NinjaOne Autonomous Patch Management, SaltStack, SolarWinds Patch Manager, Uyuni/Spacewalk, Windows Server Update Services
Mistral SmallAction1, Tanium Patch
Four alternativesAtera, Automox, ManageEngine Endpoint Central, Microsoft Intune
Microsoft Configuration Manager, Microsoft IntuneChanged
Four alternativesAtera, Ivanti Security Controls, NinjaOne Autonomous Patch Management, Patch Connect Plus
NinjaOne Autonomous Patch Management
Six alternativesAction1, Automox, HCL BigFix, Ivanti Neurons for Patch Management, Microsoft Intune, Tanium Patch
Automox, NinjaOne Autonomous Patch Management
One alternativeMicrosoft Intune with Windows Autopatch
against: HCL BigFix, Ivanti Neurons for Patch Management
no first choiceagainst: Kaseya VSA, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management, SolarWinds, Windows Server Update Services
DeepSeek V4 FlashAutomox, NinjaOne Autonomous Patch Management
Four alternativesHCL BigFix, ManageEngine Endpoint Central, Microsoft Intune, Tanium Patch
ManageEngine Endpoint CentralChanged
One alternativeTanium Patch
against: Microsoft Intune
Ivanti Neurons for Patch Management
Eight alternativesAction1, Automox, HCL BigFix, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne Autonomous Patch Management, Patch My PC, Tanium Patch
NinjaOne Autonomous Patch Management
Three alternativesAutomox, ManageEngine Patch Manager Plus, Patch My PC
against: Ivanti Neurons for Patch Management, Tanium Patch
no first choiceagainst: Ansible, Basic WSUS, ConnectWise Automate, Ivanti Neurons for Patch Management, Kaseya VSA, Microsoft Configuration Manager, PowerShell, ServiceNow Patch Management, SolarWinds Patch Manager
Llama 4 MaverickNinjaOne Autonomous Patch Management
Seven alternativesAction1, Atera, Automox, ManageEngine Patch Manager Plus, Microsoft Intune, Red Hat Ansible Automation Platform, Tanium Patch
NinjaOne Autonomous Patch ManagementHeld
Three alternativesAutomox, HCL BigFix, ManageEngine Patch Manager Plus
NinjaOne Autonomous Patch Management
Three alternativesAction1, Automox, Microsoft Intune
no first choiceno first choiceagainst: Automox, Microsoft Intune, Windows Server Update Services
Qwen 3.7 FlashTanium Patch
Four alternativesAutomox, Microsoft Intune, NinjaOne Autonomous Patch Management, Qualys VMDR
Lansweeper, NinjaOne Autonomous Patch ManagementChanged
Two alternativesKandji, ManageEngine Endpoint Central
against: MECM/SCCM, Microsoft Intune
HCL BigFix
Four alternativesManageEngine Endpoint Central, Qualys VMDR, SolarWinds Patch Manager, Tenable
Microsoft Intune
Three alternativesKandji, ManageEngine Patch Manager Plus, PDQ
no first choiceagainst: Kaseya VSA, ManageEngine Endpoint Central, Microsoft Configuration Manager, N‑able, ServiceNow Patch Management, SolarWinds Patch Manager
Kimi K2Ivanti Neurons for UEM, ManageEngine Patch Manager Plus
Three alternativesHCL BigFix, Microsoft Intune, SecPod SanerNow
Microsoft Intune, Patch My PCChanged
Three alternativesHCL BigFix, Ivanti Neurons for Patch Management, Tanium Patch
no first choice
Seven alternativesAutomox, HCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus, Microsoft Intune, Qualys Patch Management, Tanium Patch
Automox, Tanium Patch
Two alternativesNinjaOne Autonomous Patch Management, Patch My PC
against: Atera, Ivanti Neurons for Patch Management, Microsoft Configuration Manager, Microsoft Intune, PDQ Deploy & Inventory
Action1
Four alternativesAutomox, JetPatch, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management
against: Kaseya VSA, Microsoft Configuration Manager, SolarWinds Orion, Windows Server Update Services
GLM 4.7 FlashXAction1
Seven alternativesAutomox, HCL BigFix, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne Autonomous Patch Management, Qualys TruRisk Eliminate, Tanium Patch
Azure Update Manager, Microsoft Intune, Windows AutopatchChanged
Four alternativesAction1, Ivanti Neurons for Patch Management, NinjaOne Autonomous Patch Management, Tanium Patch
no first choice
Eight alternativesFlexera One, HCL BigFix, ManageEngine Patch Manager Plus, Microsoft Configuration Manager, Microsoft Intune, ServiceNow Patch Manager, Shavlik NetChk Protect, Windows Server Update Services
NinjaOne Autonomous Patch Management
Two alternativesAutomox, Microsoft Intune
against: Microsoft Configuration Manager, Tanium Patch
no first choiceagainst: Ansible "yum-update" playbooks, Atera, Datto RMM, HCL BigFix, HPE BigFix, Kaseya VSA, ManageEngine Patch Manager Plus "basic" edition, Microsoft Configuration Manager, Munki, NinjaOne Autonomous Patch Management, Opsi, Patch My PC, Patchman, PowerShell "update-all" scripts, Pulseway, Puppet's "patch" modules, SolarWinds Patch Manager, Spacewalk, Uyuni, Windows Server Update Services, Windows Update Agent scripts
MiniMax M2.5no first choiceMicrosoft Configuration Manager (SCCM) – aka ConfigMgrChanged
Six alternativesHCL BigFix, Ivanti Unified Endpoint Management, ManageEngine Patch Manager Plus, Microsoft Intune, Patch My PC, Windows Server Update Services
no first choice
Eight alternativesAutomox, HCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus, Microsoft Configuration Manager, Microsoft Intune, NinjaOne Autonomous Patch Management, Tanium Patch
JetPatch, Patch My PC
Two alternativesAction1, ManageEngine Patch Manager Plus
no first choiceagainst: Kolidenothing named
GPT-6 LunaMicrosoft Intune
Five alternativesAutomox, Azure Update Manager, HCL BigFix, Patch My PC, Tanium Patch
Microsoft Intune, Patch My PC, Windows AutopatchChanged
One alternativeConfiguration Manager
Microsoft Intune
Seven alternativesAutomox, Configuration Manager, HCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Endpoint Central, Qualys Patch Management, Tanium Patch
against: Patch My PC
ManageEngine Patch Manager Plus Enterprise
One alternativeMicrosoft Intune
against: Automox
no first choiceagainst: N-central, Windows Server Update Services
Muse Glimmer 30BIvanti Neurons for Patch Management, Tanium Patch
Five alternativesAutomox, ManageEngine Endpoint Central / Patch Manager Plus, Microsoft Intune / Configuration Manager, NinjaOne Autonomous Patch Management, SolarWinds Patch Manager
HCL BigFixChanged
Four alternativesAutomox, Ivanti Neurons for Patch Management, Microsoft Intune, Windows Autopatch
no first choicePatch My PC
Three alternativesJetPatch, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management
no first choiceagainst: Action1, Foreman with Katello, Ivanti Endpoint Manager, Microsoft Configuration Manager, PatchMyPC, Uyuni, Windows Server Update Services, Windows Update for Business, Winget
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:59yes107 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 18:30yes35 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 18:15no019 s
Direct recommendationPerplexity Sonarsonar2026-11-01 11:43yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:11yes59 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 14:15yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:05yes1725 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 17:26yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:31yes520 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:06yes1022 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 14:27yes1452 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:15yes582 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 10:50yes213 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:30yes2329 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:21no05 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 12:24no03 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:05no016 s
ParaphrasePerplexity Sonarsonar2026-11-01 10:25yes104 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 14:41yes510 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 10:14no04 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 19:33yes1925 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 13:54yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 13:22no033 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 13:20yes1927 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:38yes2435 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 10:20no0104 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 12:11yes316 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:55yes1321 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 10:06yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:44yes79 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:36no020 s
ComparativePerplexity Sonarsonar2026-11-01 13:20yes107 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:12yes517 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 12:41yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 13:29yes2342 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 15:23yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 08:40yes1544 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:06yes1432 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 14:20no031 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:28yes1049 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 08:43yes819 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 14:06yes1129 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:59yes108 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:22yes44 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:16yes1129 s
Budget constrainedPerplexity Sonarsonar2026-11-01 10:37yes104 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 19:25yes57 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 14:06yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 16:01yes2432 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 19:44yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:14no037 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:37yes1828 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:36yes21162 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 18:25yes1491 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 09:19yes214 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:12yes1223 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:48yes1911 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:13no07 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 16:34no023 s
Scale constrainedPerplexity Sonarsonar2026-11-01 16:24yes109 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 14:21yes512 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 17:50no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 13:31yes2256 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 12:59yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:16yes532 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:06yes2453 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:52yes2432 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:04no015 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 13:09yes618 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 15:09yes1520 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:07yes189 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 10:28yes67 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:56no016 s
Negative framingPerplexity Sonarsonar2026-11-01 18:55yes105 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:58yes1515 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 09:57yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:23yes2541 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:53yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:57yes2580 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:29yes2428 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:46yes2498 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:05yes1641 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 13:32yes322 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 16:00yes2529 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 Cyber Protect
Datto read as Datto RMM
Heimdal read as Heimdal Patch & Asset Management
Ivanti read as Ivanti Neurons for Patch Management
Ivanti (Neurons/Endpoint Manager) read as Ivanti Neurons for Patch Management
Ivanti Neurons read as Ivanti Neurons for Patch Management
Kaseya read as Kaseya VSA
ManageEngine read as ManageEngine Patch Manager Plus
Microsoft Intune + Windows Autopatch read as Microsoft Intune
Microsoft Intune/Autopatch read as Microsoft Intune
NinjaOne read as NinjaOne Autonomous Patch Management
NinjaOne (RMM) read as NinjaOne Autonomous Patch Management
NinjaOne (basic tier) read as NinjaOne Autonomous Patch Management
PDQ Deploy read as PDQ Deploy & Inventory
Qualys read as Qualys VMDR
Rapid7 read as Rapid7 InsightVM
SCCM read as Microsoft Configuration Manager
SCCM (System Center Configuration Manager) read as Microsoft Configuration Manager
Tanium read as Tanium Patch
Unresolved, counted raw
Ansible "yum-update" playbooks
BMC Remedy Patch Manager
Bash
Basic WSUS (Windows Server Update Services)
Belpin/Secunia** (Flexera)
HPE BigFix
Ivanti Patch
Ivanti Unified Endpoint Management (UEM)
Kolide
ManageEngine Patch Manager Plus "basic" edition
ManageEngine Patch Manager Plus Enterprise
Microsoft Configuration Manager (SCCM) – aka ConfigMgr
Microsoft Endpoint Configuration Manager, formerly SCCM / MECM
Microsoft Intune with Windows Autopatch
Munki
N‑able
Patch My PC Cloud
PatchMyPC
Patchman
PowerShell "update-all" scripts
Puppet's "patch" modules
Qualys TruRisk Eliminate
SecPod Saner Platform
ServiceNow Patch Manager
Shavlik NetChk Protect
Windows Update Agent scripts
Discontinued, still offered
No shut-down product was recommended here.
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