AI Indexes
IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › IT operations and endpoint › Patching › Enterprise › October 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. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
17%
Contested · Automox 15%
17Microsoft Intune15Automox15NinjaOne Autonomous Patch Management53others

17% of first choices, contested.

Since September 2026↗new leaderNew leader since September 2026: NinjaOne Autonomous Patch Management (18%) replaces Microsoft Intune (19% then, 18% now), 0 points clear, inside the 11-point floor.NinjaOne Autonomous Patch Management leads at 18%, replacing Microsoft Intune, which led at 19% and stands at 18% now: 0 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.

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 September 2026
01Microsoft Intune17%12%43accepted challenger▼−2Since September 2026: 19% → 18%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 18%
02Automox15%4%53accepted challenger▲+4Since September 2026: 10% → 14%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 14%
03NinjaOne Autonomous Patch Management15%5%38accepted challenger▲+12Since September 2026: 6% → 18%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.6% → 18%
04ManageEngine Patch Manager Plus10%13%38accepted challenger=heldSince September 2026: 12% → 12%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 12%
05Action17%19%27accepted challenger▲+4Since September 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 8%
06Patch My PC7%24%17accepted challenger=heldSince September 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 6%
07Tanium Patch5%18%33accepted challenger▼−4Since September 2026: 10% → 6%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 6%
08Ivanti Neurons for Patch Management3%15%34accepted challenger▼−12Since September 2026: 13% → 2%, −12 points. Past the 11-point floor: movement. Read over the models both editions asked.13% → 2%
09HCL BigFix2%18%33accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
10ManageEngine Endpoint Central2%9%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
11Microsoft Configuration Manager2%38%21criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Show the one product at 0%, ordered by negative rate
12Windows Server Update Services0%85%13criticized 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 is noise, and both are shown. 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.
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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Microsoft Intune17%
02Automox15%
03NinjaOne Autonomous Patch Management15%
04ManageEngine Patch Manager Plus10%
05Action17%
06Patch My PC7%
07Tanium Patch5%
08Ivanti Neurons for Patch Management3%
09HCL BigFix2%
10ManageEngine Endpoint Central2%
11Microsoft Configuration Manager2%
12Windows Server Update Services0%

What they warned about

Two of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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
85%
11 of 13 labels negative · 8 of 14 models · 7 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
Action1
19%
5 of 27 labels negative · 5 of 14 models · 2 hard negative
“**Avoid**: Free/light tools (e.g., Action1 free tier)—not for thousands.” Grok 4.1 Fast, paraphrase prompt
HCL BigFix
18%
6 of 33 labels negative · 5 of 14 models · 1 hard negative
“Avoid for Predictability: **Tanium/ Ivanti/ HCL BigFix**” Grok 4.1 Fast, budget prompt
Ivanti Neurons for Patch Management
15%
5 of 34 labels negative · 5 of 14 models · 1 hard negative
“Avoid for Predictability: **Tanium/ Ivanti/ HCL BigFix**” Grok 4.1 Fast, budget prompt

What they cite

Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

75 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. 1126 links across 222 sites, every framing counted. Ranked by the number of answers carrying the site or page. 5 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 · G236 answers · 37 citations · 11 models
vendor site · Action133 answers · 41 citations · 12 models
vendor site · Heimdal Security31 answers · 37 citations · 12 models
vendor site · Motadata31 answers · 33 citations · 11 models
30 answers · 33 citations · 10 models
vendor site · Acronis30 answers · 30 citations · 11 models
vendor site · Automox27 answers · 37 citations · 11 models
vendor site · ManageEngine24 answers · 35 citations · 12 models
vendor site · NinjaOne24 answers · 33 citations · 12 models
23 answers · 24 citations · 10 models
23 answers · 24 citations · 10 models
vendor site · Vicarius21 answers · 25 citations · 6 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

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 17%, Microsoft Configuration Manager 2%
19%3292,240,000403,136
Automox automox.com15%1153,6005264,075$83218
NinjaOne Autonomous Patch Management ninjaone.com15%1130316,268$17,2261184
ManageEngine parent site
ManageEngine Patch Manager Plus 10%, ManageEngine Endpoint Central 2%
12%2048,100675
Action1 action1.com7%1818,1008718,854$3,801485
Patch My PC patchmypc.com7%484,40014418,9831
Atera atera.com7%34118,10026087,774120
Tanium Patch tanium.com5%441101228,789$70731
Ivanti parent site
Ivanti Neurons for Patch Management 3%, Ivanti Patch for Endpoint Manager 2%
5%499,900636
HCL BigFix hcl-software.com2%583201549,66738

Google's top ten for the three searches hold 18 sites; 6 of them are among the sites the models cited here (acronis.com, action1.com, heimdalsecurity.com, learn.g2.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 choiceno first choiceHeldAutomox
Five alternativesIvanti Autonomous Endpoint Management, ManageEngine Patch Manager Plus, Microsoft Intune, NinjaOne Autonomous Patch Management, Tanium Patch
Atera
Two alternativesManageEngine Patch Manager Plus, PDQ Deploy & Inventory
no first choiceagainst: 3CX, SysAid
GPT-5.4 miniMicrosoft Intune
Five alternativesAzure Update Manager, HCL BigFix, Ivanti Neurons for Patch Management, Oracle Enterprise Manager, Tanium Patch
Ivanti Patch, Patch My PCChanged
One alternativeMicrosoft Intune
Microsoft Intune
Five alternativesAutomox, HCL BigFix, Ivanti Patch for Endpoint Manager, ManageEngine Patch Manager Plus, Tanium Patch
Microsoft Intune
One alternativeManageEngine Patch Manager Plus
no first choicenothing named
Gemini 3.5 FlashAction1, Automox
Six alternativesHCL BigFix, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne Autonomous Patch Management, Patch My PC, Tanium Patch
Microsoft Intune, Patch My PCChanged
Four alternativesAutomox, Ivanti Neurons for Patch Management, NinjaOne Autonomous Patch Management, Tanium Patch
against: Intune Enterprise App Management
Tanium Patch
Five alternativesAutomox, HCL BigFix, Ivanti Neurons for Patch Management, Microsoft Intune, NinjaOne Autonomous Patch Management
Microsoft Intune
Four alternativesAutomox, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management, PDQ Deploy & Inventory
Action1, Automox
Three alternativesIvanti Neurons for Patch Management, NinjaOne Autonomous Patch Management, Tanium Patch
against: Action1, Atera, Ivanti Endpoint Manager, Kaseya VSA, ManageEngine Endpoint Central, PDQ Deploy & Inventory, Pulseway, Qualys, Rapid7, Tenable, Windows Server Update Services
Perplexity SonarManageEngine Patch Manager Plus
Three alternativesAutomox, HCL BigFix, Patch My PC
Ivanti Patch for Endpoint Manager, ManageEngine Patch Manager PlusChangedManageEngine Patch Manager Plus
Nine alternativesAction1, Automox, HCL BigFix, Ivanti Neurons for Patch Management, Microsoft Configuration Manager, NinjaOne Autonomous Patch Management, Patch My PC, Qualys patch workflows, Tanium Patch
Atera
Two alternativesAdaptiva OneSite Patch, ManageEngine Patch Manager Plus
no first choiceagainst: Configuration Manager, Microsoft MECM
Grok 4.1 FastHCL BigFix
Three alternativesIvanti Neurons for Patch Management, Microsoft Intune, Tanium Patch
ManageEngine Patch Manager Plus, Microsoft IntuneChanged
Two alternativesHCL BigFix, Ivanti Neurons for Patch Management
against: Action1, Tanium Patch, Windows Server Update Services
no first choiceNinjaOne Autonomous Patch Management
Three alternativesAtera, Automox, Microsoft Intune
against: HCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus, Microsoft Configuration Manager, PDQ, Tanium Patch
Action1
Four alternativesAutomox, JetPatch, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management
against: ManageEngine Patch Manager Plus, Microsoft Configuration Manager, Microsoft Intune, PDQ Deploy & Inventory, Shavlik, SolarWinds Patch Manager, Windows Server Update Services
Mistral SmallAutomox, NinjaOne Autonomous Patch Management
Two alternativesHCL BigFix, ManageEngine Patch Manager Plus
AutomoxChangedagainst: Flexera (formerly Secunia) CSI, Ivanti Neurons for Patch Management, Kaseya VSA, Microsoft Configuration ManagerMicrosoft Intune, Tanium Patch
Five alternativesAction1, Automox, ManageEngine Patch Manager Plus, Red Hat Ansible Automation Platform, SecPod
Tanium Patch
One alternativeNinjaOne Autonomous Patch Management
against: HCL BigFix
no first choiceagainst: Atera, GFI LanGuard, HCL BigFix, LogMeIn Resolve
DeepSeek V4 FlashAutomox, NinjaOne Autonomous Patch Management
Three alternativesHCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus
ManageEngine Patch Manager PlusChanged
Four alternativesAutomox, HCL BigFix, Ivanti Neurons for Patch Management, NinjaOne Autonomous Patch Management
Ivanti Neurons for Patch Management
Five alternativesAction1, Automox, HCL BigFix, ManageEngine Patch Manager Plus, Tanium Patch
against: Microsoft Intune / Configuration Manager
ManageEngine Endpoint Central
Two alternativesMicrosoft Intune, NinjaOne Autonomous Patch Management
against: HCL BigFix Remediate
no first choiceagainst: Acronis Cyber Protect, HCL BigFix, Ivanti Endpoint Manager, ManageEngine Patch Connect Plus, ManageEngine Patch Manager Plus, Patch My PC, SolarWinds Patch Manager, Spiceworks, Windows Server Update Services
Llama 4 Maverickno first choiceManageEngine Patch Manager PlusChanged
Two alternativesAutomox, PDQ Connect
no first choiceno first choiceno first choiceagainst: Ivanti Neurons for Patch Management
Qwen 3.7 FlashNinjaOne Autonomous Patch Management
Three alternativesIvanti Neurons for Patch Management, ManageEngine Patch Manager Plus, Quest KACE
NinjaOne Autonomous Patch ManagementHeld
Five alternativesCrowdStrike Falcon, ManageEngine Endpoint Central, Microsoft Intune, Patch My PC, SentinelOne
against: Tanium Patch
Automox, HCL BigFix, Microsoft MECM
Three alternativesIvanti Neurons for Patch Management, ManageEngine Endpoint Central, Microsoft Intune
ManageEngine Patch Manager Plus
Two alternativesAutomox, Lansweeper
against: Tanium Patch
NinjaOne Autonomous Patch Management
Three alternativesAutomox, Jamf, Microsoft Intune
against: Kandji, Mosyle, SolarWinds Patch Manager
against: Action1, HCL BigFix, ManageEngine Patch Manager Plus, Microsoft Intune/SCCM, NinjaOne Autonomous Patch Management, Patch My PC, Symantec Endpoint Management, Tripwire
Kimi K2Microsoft Configuration Manager, Tanium Patch
Three alternativesAutomox, HCL BigFix, Ivanti Neurons for Patch Management
Microsoft Intune, Patch My PCChanged
Five alternativesAutomox, HCL BigFix, Ivanti Neurons for Patch Management, JetPatch, Windows Update for Business
against: Microsoft Configuration Manager, Microsoft Intune Enterprise App Management, Windows Server Update Services
no first choice
Six alternativesAutomox, HCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Endpoint Central / Patch Manager Plus, Microsoft Intune, Tanium Patch
Microsoft Intune
Three alternativesAutomox, HCL BigFix, Tanium Patch
against: Ivanti Neurons for Patch Management
Action1
Three alternativesAutomox, Microsoft Intune, NinjaOne Autonomous Patch Management
against: Ivanti Endpoint Manager, Microsoft Configuration Manager, PDQ Connect, Patch My PC, Windows Server Update Services
GLM 4.7 FlashXNinjaOne Autonomous Patch Management
Four alternativesAction1, HCL BigFix Remediate, ManageEngine Patch Manager Plus, Microsoft Configuration Manager
Tanium PatchChanged
Three alternativesAction1, ManageEngine Endpoint Central, NinjaOne Autonomous Patch Management
Ivanti Neurons for Patch Management
Two alternativesNinjaOne Autonomous Patch Management, SolarWinds Patch Manager
NinjaOne Autonomous Patch Management
One alternativeAutomox
against: Microsoft Configuration Manager, Microsoft Intune, Windows Server Update Services
no first choiceagainst: Atlassian Patch Management, DHS Patch Authentication and Dissemination Capability, LANDesk Patch Manager, Microsoft Configuration Manager, Microsoft Intune, Panda Patch Management, PatchAdvisor Alert! / PatchAdvisor Enterprise, Qualys Patch Management API v3.10, Shavlik MSSecure.XML, SummitAI Patch Management, Windows Server Update Services
MiniMax M2.5Automox, NinjaOne Autonomous Patch Management
Two alternativesHCL BigFix, ManageEngine Patch Manager Plus
Microsoft IntuneChanged
Two alternativesHCL BigFix, Omnissa Workspace ONE
no first choice
Three alternativesHCL BigFix, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management
against: Automox
Atera
One alternativeMicrosoft Intune
Automox, Ivanti Neurons for Patch Management, Microsoft Intune, ServiceNow Patch Managementagainst: Action1, HCL BigFix, ManageEngine Patch Manager Plus, Microsoft Intune, Patch My PC, Windows Server Update Services
GPT-6 LunaAutomox
Three alternativesAzure Update Manager, Microsoft Intune, Patch My PC
against: Tanium Patch
Microsoft Intune, Patch My PC, Windows AutopatchChangedno first choice
Seven alternativesAutomox, HCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Endpoint Central, Microsoft Configuration Manager, Microsoft Intune, Tanium Patch
ManageEngine Patch Manager Plus Enterprise
Two alternativesAutomox, Microsoft Intune
no first choiceagainst: Microsoft Configuration Manager, Microsoft Intune, Windows Server Update Services
Muse Glimmer 30BAutomox
Six alternativesHCL BigFix, Ivanti Neurons for Patch Management, ManageEngine Patch Manager Plus, Microsoft Configuration Manager, Microsoft Intune, SolarWinds Patch Manager
Ivanti Neurons for Patch ManagementChanged
Two alternativesAutomox, ManageEngine Patch Manager Plus
Automox, Ivanti Neurons for Patch Management, Microsoft Intune / Configuration Manager, Windows Autopatch
Six alternativesAction1, HCL BigFix, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management, Qualys Patch Management, Tanium Patch
Atera
One alternativeSyncro
no first choiceagainst: Action1, Automox, Ivanti Neurons for Patch Management, NinjaOne Autonomous Patch Management, Tanium Patch, Windows Server Update Services, Windows Update for Business
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. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 12:25no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:03yes16 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:37yes2225 s
Direct recommendationPerplexity Sonarsonar2026-10-01 10:21yes202 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 13:33yes2515 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 10:51yes1112 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 07:49yes2028 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:38yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 13:51yes628 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 12:36yes1046 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:48yes1836 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 12:48yes723 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-01 10:29yes414 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 08:56yes1926 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:17no05 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:29yes25 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 12:45yes824 s
ParaphrasePerplexity Sonarsonar2026-10-01 12:24yes183 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 11:17yes2510 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 13:28no06 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 08:25yes2233 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 12:45yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:06no046 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 13:51yes2231 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:51yes1520 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 12:46yes1028 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-01 10:42yes315 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 11:22yes2441 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:59yes1410 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 13:23yes79 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:12yes2127 s
ComparativePerplexity Sonarsonar2026-10-01 08:11yes198 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:35yes239 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 12:48yes89 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:13yes2554 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 07:57yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:51no037 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 08:01yes1627 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:52yes2131 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 07:38yes927 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-01 12:15yes927 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 07:45yes2146 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 11:29yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:34yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:35yes1932 s
Budget constrainedPerplexity Sonarsonar2026-10-01 08:23yes244 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 12:32yes199 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 12:30yes2111 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:11yes2332 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 10:21yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 13:10yes1448 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 07:44yes1826 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 13:38yes2152 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:58yes2051 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-01 10:25yes316 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 13:43yes2139 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:49no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:28yes39 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 10:53yes1230 s
Scale constrainedPerplexity Sonarsonar2026-10-01 12:13yes217 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 12:48yes199 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 07:58no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 07:41yes2348 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:06yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 09:32no034 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:58yes1519 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 12:07yes1532 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:13no011 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-01 11:28yes321 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:17yes1421 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:28yes2412 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:54yes37 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:17yes1424 s
Negative framingPerplexity Sonarsonar2026-10-01 09:20yes214 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 13:52yes2411 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 11:39yes2117 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 12:30yes2449 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 09:22yes51 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:21yes24103 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:06yes2534 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 07:46yes2541 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:35yes1830 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-01 13:34yes525 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 08:10yes2325 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
Ivanti read as Ivanti Neurons for Patch Management
Ivanti (Neurons) read as Ivanti Neurons for Patch Management
Ivanti Neurons for Patches 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
Microsoft Intune / Windows Autopatch read as Microsoft Intune
Microsoft Intune/Autopatch read as Microsoft Intune
Microsoft System Center Configuration Manager (SCCM) read as Microsoft Configuration Manager
NinjaOne read as NinjaOne Autonomous Patch Management
NinjaOne Patch Management read as NinjaOne Autonomous Patch Management
NinjaRMM read as NinjaOne Autonomous Patch Management
PDQ Deploy read as PDQ Deploy & Inventory
SCCM read as Microsoft Configuration Manager
SCCM (System Center Configuration Manager) read as Microsoft Configuration Manager
SCCM (standalone) read as Microsoft Configuration Manager
Tanium read as Tanium Patch
Unresolved, counted raw
Action1 Patch Management
Atlassian Patch Management
Canonical Landscape
DHS Patch Authentication and Dissemination Capability
Flexera (formerly Secunia) CSI
Foreman
Heimdal Complete Patch Management
Intune Enterprise App Management (EAM)
Ivanti Neurons for IT
Ivanti Patch
LANDesk Patch Manager
ManageEngine Patch Manager Plus Enterprise
ManageEngine PatchesManager Plus
Microsoft Intune Enterprise App Management
Oracle Enterprise Manager
Panda Patch Management
PatchAdvisor Alert! / PatchAdvisor Enterprise
PatchMyPC
Qualys Patch Management API v3.10
Qualys patch workflows
ServiceNow Patch Management
Shavlik
Shavlik MSSecure.XML
SummitAI Patch Management
SuperOps Patch Management
Symantec Endpoint Management (Altiris)
Discontinued, still offered
No shut-down product was recommended here.
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