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IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Security operations › AI SOC agents › Enterprise › October 2026 Edition

AI SOC agents for enterprise buyers

Asked as “AI SOC agent”, and as “AI SOC analyst for alert triage”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
14%
Dropzone AI
Contested · Intezer AI SOC 9%
14Dropzone AI09Intezer AI SOC09Torq68others

14% of first choices, contested.

ShowinginAll 136 categories in the October 2026 Edition →

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 businessDropzone AI19%ContestedStanding →Mid-marketDropzone AI24%ContestedStanding →EnterpriseDropzone AI14%ContestedThis page

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 rateLabelsQuadrant
01Dropzone AI14%3%33accepted challenger
02Intezer AI SOC9%0%24accepted challenger
03Torq9%9%22accepted challenger
04Microsoft Security Copilot5%10%21accepted challenger
05Prophet Security5%8%13accepted challenger
06CrowdStrike Charlotte AI4%0%25accepted challenger
07Panther4%0%10accepted challenger
08Google Security Operations Lab in the set2%7%15accepted challenger
Show the two products at 0%, ordered by negative rate
09Palo Alto Networks Cortex XSIAM0%11%18accepted challenger
10SentinelOne Purple AI0%0%11accepted challenger
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.

Google Security Operations is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.

Head to head
Dropzone AI vs Radiant SecurityDropzone AI vs SentinelOne Purple AIDropzone AI vs Prophet Security
All twenty-one head-to-head pages: the top seven products, each against each
Dropzone AI vs TorqDropzone AI vs Intezer AI SOCDropzone AI vs Microsoft Security CopilotRadiant Security vs SentinelOne Purple AIRadiant Security vs Prophet SecurityRadiant Security vs TorqRadiant Security vs Intezer AI SOCRadiant Security vs Microsoft Security CopilotSentinelOne Purple AI vs Prophet SecuritySentinelOne Purple AI vs TorqSentinelOne Purple AI vs Intezer AI SOCSentinelOne Purple AI vs Microsoft Security CopilotProphet Security vs TorqProphet Security vs Intezer AI SOCProphet Security vs Microsoft Security CopilotTorq vs Intezer AI SOCTorq vs Microsoft Security CopilotIntezer AI SOC vs Microsoft Security Copilot

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
M04
05
06
07
08
09
10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Dropzone AI14%
02Intezer AI SOC9%
03Torq9%
04Microsoft Security Copilot5%
05Prophet Security5%
06CrowdStrike Charlotte AI4%
07Panther4%
08Google Security Operations2%
09Palo Alto Networks Cortex XSIAM0%
10SentinelOne Purple AI0%

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 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
7AI
22%
2 of 9 labels negative · 2 of 14 models · 1 hard negative
“early-stage vendors like **7AI, Qevlar, Radiant Security, Exaforce** in their earliest iterations ... Why be cautious: Immaturity” DeepSeek V4 Flash, negative prompt
Arctic Wolf
40%
2 of 5 labels negative · 2 of 14 models · 1 hard negative
“**Arctic Wolf** and **ReliaQuest** (cited as "opaque alert factories")” Kimi K2, negative prompt
Microsoft Security Copilot
10%
2 of 21 labels negative · 2 of 14 models · 1 hard negative
“Models to **Avoid** for Predictability at Scale ... Token limits, session length variability, and data volume make forecasting "difficult"” Kimi K2, budget prompt
Palo Alto Networks Cortex XSIAM
11%
2 of 18 labels negative · 2 of 14 models · 1 hard negative
“Avoid Variable Models: Steer clear of ingestion-based (e.g., Palo Alto XSIAM, Splunk, Microsoft Sentinel at $4–$25/GB/month)” 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

80 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. 1166 links across 296 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.

underdefense.com
vendor site · UnderDefense52 answers · 113 citations · 12 models
intezer.com
vendor site · Intezer38 answers · 64 citations · 11 models
resources.rework.com
vendor site · Rework28 answers · 31 citations · 10 models
paloaltonetworks.com
vendor site · Palo Alto Networks27 answers · 29 citations · 12 models
swimlane.com
vendor site · Swimlane23 answers · 30 citations · 9 models
g2.com
vendor site · G222 answers · 30 citations · 10 models
prophetsecurity.ai
vendor site · Prophet Security20 answers · 25 citations · 10 models
dropzone.ai
20 answers · 22 citations · 9 models
exaforce.com
vendor site · Exaforce19 answers · 24 citations · 9 models
securityboulevard.com
18 answers · 18 citations · 9 models
reliaquest.com
vendor site · ReliaQuest17 answers · 21 citations · 10 models
panther.com
vendor site · Panther15 answers · 27 citations · 9 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.

resources.rework.com/tools/ai-agents/best-ai-agents-for-cybersecurity-2026
26 answers · 10 models
underdefense.com/blog/ai-soc-for-enterprise
26 answers · 11 models
intezer.com/blog/top-15-ai-soc-platforms-in-2026
21 answers · 9 models
swimlane.com/blog/best-ai-soc-platforms
20 answers · 8 models
paloaltonetworks.com/cyberpedia/ai-soc-tools-comparison
18 answers · 8 models
underdefense.com/blog/agentic-soc-platforms
17 answers · 11 models
intezer.com/guides/ai-soc/how-to-compare-agentic-soc-platforms
16 answers · 8 models
underdefense.com/blog/best-ai-soc-providers
15 answers · 9 models
conifers.ai/blog/top-ai-soc-agents
14 answers · 9 models
exaforce.com/learning-center/ai-soc/top-ai-soc-platforms
13 answers · 5 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 “ai soc agent”, “ai soc agents”, “best ai soc agent”. 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
Dropzone AI dropzone.ai14%1201,300321,6523
UnderDefense underdefense.com
UnderDefense Agentic AI SOC 7%, UnderDefense 4%, UnderDefense AI SOC 2%		12%68170111,823101
Intezer AI SOC intezer.com9%534001,5951
Torq torq.io9%1426,6001,4675,96667
Microsoft parent site
Microsoft Security Copilot 5%, Microsoft Copilot for Security 2%		7%562,240,000403,136
Palo Alto Networks paloaltonetworks.com
Palo Alto Networks Cortex AgentiX 5%, Palo Alto Networks 2%		7%14940,5001,088951,391$3831067
Prophet Security prophetsecurity.ai5%7201,142111
CrowdStrike parent site
CrowdStrike Charlotte AI 4%		4%5274,0005,130
Panther panther.com4%211,220,000127,8294,3450
D3 Morpheus4%200

Google's top ten for the three searches hold 24 sites; 4 of them are among the sites the models cited here (paloaltonetworks.com, prophetsecurity.ai, reliaquest.com, underdefense.com). The first result for “ai soc agent” is prophetsecurity.ai.

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.
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ModelDirect“What is the best AI SOC agent for an enterprise B2B company?”Paraphrase“Which AI SOC analyst for alert triage would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI SOC agents and how do they differ?”Budget-constrained“What is the best AI SOC agent 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 an AI SOC agent. What should we look at?”Negative“Which AI SOC agents should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Palo Alto Networks Cortex AgentiX, UnderDefense Agentic AI SOC
Four alternativesConifers CognitiveSOC, CrowdStrike Charlotte AI, Intezer AI SOC, Splunk AI SOC
Intezer AI SOCChanged
Three alternativesPanther, ReliaQuest GreyMatter, Torq
UnderDefense Agentic AI SOC
Six alternativesConifers CognitiveSOC, CrowdStrike Charlotte AI, Exaforce, Intezer AI SOC, Palo Alto Networks Cortex AgentiX, SentinelOne Singularity
Intezer AI SOC, UnderDefense Agentic AI SOC
Two alternativesDropzone AI, Huntress Managed EDR
no first choiceagainst: 7AI
GPT-5.4 miniPalo Alto Networks Cortex AgentiX
Three alternativesCrowdStrike Falcon, Google Security Operations agentic SOC, Torq
Splunk Enterprise SecurityChanged
Three alternativesCrowdStrike Charlotte AI, Microsoft Sentinel, Palo Alto Networks Cortex XSIAM
Microsoft Security Copilot agents
Three alternativesCrowdStrike Charlotte AI, Google Cloud's Agentic SOC / Triage and Investigation agent, Palo Alto Networks Cortex AgentiX
Agent 365, Microsoft Security Copilot
One alternativeCrowdStrike's Charlotte AI / Agentic SOC
against: Google Cloud agentic security optionsno first choicenothing named
Gemini 3.5 FlashDropzone AI, Prophet Security
Four alternativesCrowdStrike Charlotte AI, Intezer AI SOC, Microsoft Security Copilot, Torq
D3 MorpheusChanged
Seven alternativesCrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Sentinel, Palo Alto Cortex AgentiX, Prophet Security, Security Copilot
Intezer AI SOC
Three alternativesD3 Morpheus, Dropzone AI, Torq
Microsoft Copilot for Security
Three alternativesCrowdStrike Charlotte AI, D3 Morpheus, SentinelOne Purple AI
no first choiceagainst: OpenClaw
Perplexity SonarPalo Alto Networks Cortex AgentiX
Two alternativesExaforce, ReliaQuest GreyMatter
Prophet SecurityChanged
Two alternativesCrowdStrike Charlotte AI, Dropzone AI
no first choiceRadiant Security
Two alternativesTorq, UnderDefense
no first choicenothing named
Grok 4.1 FastTorq
Four alternativesCrowdStrike Falcon, Google Security Operations, Microsoft Sentinel, Palo Alto Networks Cortex XSIAM
Intezer AI SOCChanged
Five alternativesDropzone AI, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM, RadiantSecurity, Torq
Torq
Seven alternativesCrowdStrike Charlotte AI, Google Security Operations, Intezer AI SOC, Microsoft Security Copilot, Panther, SentinelOne Purple AI, Swimlane
CrowdStrike Falcon with Charlotte AI
Three alternativesDropzone AI, Intezer AI SOC, UnderDefense
against: Microsoft Sentinel, Palo Alto Networks Cortex XSIAM, Security Copilot, Splunk Enterprise Securityno first choiceagainst: Google Security Operations, SentinelOne Singularity, Torq
Mistral SmallGoogle Security Operations, Panther, Torq
Two alternativesIntezer AI SOC, ReliaQuest GreyMatter
Dropzone AI, Prophet SecurityChanged
Two alternativesIntezer AI SOC, Swimlane
Panther
Two alternativesGoogle Security Operations, Torq
CognitiveSOC, Torq
One alternativeDropzone AI
no first choicenothing named
DeepSeek V4 FlashCrowdStrike Charlotte AI, Microsoft Security Copilot
Two alternativesConifers CognitiveSOC, Dropzone AI
Intezer AI SOCChanged
Three alternativesCrowdStrike Charlotte AI Detection Triage, Dropzone AI, Palo Alto Networks Cortex XSIAM
Torq
Nine alternativesCortex AgentiX, CrowdStrike Charlotte AI, D3 Security, Dropzone AI, Google Security Operations, Intezer AI SOC, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM, SentinelOne Purple AI
against: IBM QRadarUnderDefense
Two alternativesCrowdStrike, Dropzone AI
against: Microsoft Security Copilot, Palo Alto Networks Cortex XSIAMno first choiceagainst: 7AI, Arctic Wolf, CrowdStrike, Dropzone AI, Exaforce, Qevlar, Radiant Security
Llama 4 Maverickno first choiceDropzone AIChanged
Three alternativesProphet Security, SentinelOne Singularity, UnderDefense
no first choiceCognitiveSOC
Two alternativesArctic Wolf, Torq
no first choicenothing named
Qwen 3.7 FlashPalo Alto Networks
Three alternativesCrowdStrike, Microsoft, Splunk Enterprise Security
Dropzone AI, Prophet AIChanged
Three alternativesMicrosoft Security Copilot, SentinelOne Purple AI, Triago
Palo Alto Networks Cortex XSIAM
Four alternativesCrowdStrike Falcon Response, Google Security Operations, Microsoft Copilot for Security, Splunk Enterprise Security
Microsoft Defender for Endpoint
Two alternativesCrowdStrike Falcon, SentinelOne Singularity
against: Datadog, Elasticno first choiceagainst: Anomali, CrowdStrike, Dropzone, EY, Google Cloud, Microsoft, Prophet Security, Stellar Cyber Open XDR, deepwatch
Kimi K2Torq
Three alternativesDefender, Microsoft Sentinel, Palo Alto Networks Cortex AgentiX
UnderDefense MAXI AI SOCChanged
Three alternativesCharlotte AI / Agentic SOAR, Palo Alto Networks Cortex XSIAM, Stellar Cyber Open XDR Platform
against: CrowdStrike FalconD3 Morpheus
Six alternativesCrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Security Copilot, Palo Alto Cortex AgentiX, SentinelOne Purple AI
Dropzone AI
Three alternativesCrowdStrike Falcon, SentinelOne Singularity, UnderDefense
against: Microsoft Security Copilot, Splunk AI, Torqno first choiceagainst: Arctic Wolf, ReliaQuest GreyMatter
GLM 4.7 FlashXRadiant Security
Three alternativesCortex XSOAR, Prophet Security, Swimlane
CrowdStrike Charlotte AIChanged
Two alternativesLegion Security, Microsoft Security Copilot
Radiant Security
Five alternativesCrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Security Copilot, SentinelOne Purple AI
Microsoft Security Copilot
Two alternativesCrowdStrike Charlotte AI, UnderDefense
no first choicenothing named
MiniMax M2.5Panther, Torq
Three alternativesDropzone AI, Google Security Operations, Simbian
Dropzone AI, UnderDefense Agentic AI SOCChanged
Four alternativesCopilot, Google Security Operations, Microsoft Sentinel, Panther
no first choice
Six alternativesCrowdStrike Charlotte AI, Dropzone AI, Google Security Operations (SecOps) with Gemini, Intezer AI SOC, Microsoft Security Copilot, Radiant Security
Arctic Wolf, UnderDefense AI SOC
Two alternativesCrowdStrike Charlotte AI, Microsoft Security Copilot
no first choicenothing named
GPT-6 LunaDropzone AI
Three alternativesGoogle Security Operations, Microsoft Security Copilot agents, Palo Alto Networks Cortex XSIAM
Dropzone AIHeld
Three alternativesCharlotte AI Detection Triage, Google's Triage and Investigation Agent, Microsoft's Security Alert Triage Agent in Defender
Microsoft Security Copilot agents
Seven alternatives7AI, CrowdStrike Charlotte AI / AgentWorks, Dropzone AI, Google Security Operations agentic SOC, Palo Alto Networks Cortex XSIAM, ReliaQuest GreyMatter, SentinelOne Purple AI
D3 Morpheus
Two alternativesDropzone AI, Microsoft Security Copilot
no first choiceagainst: Microsoft
Muse Glimmer 30BExaforce, UnderDefense Agentic AI SOC
Four alternativesGoogle Security Operations, Microsoft Sentinel with Security Copilot, Palo Alto Networks Cortex XSIAM, Torq
ReliaQuest GreyMatterChanged
Four alternativesMicrosoft Security Copilot, Palo Alto Networks Cortex XSIAM, UnderDefense, UnderDefense MAXI
Prophet Security
Eight alternativesCrowdStrike Charlotte AI, Google Security Operations, Intezer AI SOC analyst, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM, Panther, SentinelOne Singularity, Torq
Intezer AI SOC, UnderDefense
Two alternativesD3 Morpheus, Microsoft Security Copilot
no first choicenothing named
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-4-5-202510012026-10-05 00:17yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 23:25yes46 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:33yes1725 s
Direct recommendationPerplexity Sonarsonar2026-10-05 01:21yes183 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 01:10yes2410 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-04 22:43yes106 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:53yes2146 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 22:29yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:43no027 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:27yes1825 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 00:33yes25417 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 01:45yes2333 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-04 23:41yes416 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:33yes1324 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 00:35yes1610 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 23:04yes44 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-05 01:10yes2031 s
ParaphrasePerplexity Sonarsonar2026-10-05 01:15yes194 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 00:32yes2212 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-04 22:25yes53 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 22:53yes2129 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 00:02yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:47yes538 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-04 23:57yes1646 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 01:39yes2549 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:53yes537 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-04 23:49yes525 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:01yes2335 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:04yes1511 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:43yes710 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:00yes2637 s
ComparativePerplexity Sonarsonar2026-10-05 00:28yes164 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 00:59yes1812 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-04 22:34yes2013 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:34yes2476 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 00:33yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:38yes536 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-05 01:43yes1853 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 00:59yes2556 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 00:17yes2144 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-05 01:26yes831 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 23:58yes1527 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:45yes189 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 00:14yes37 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:02yes1534 s
Budget constrainedPerplexity Sonarsonar2026-10-05 01:24yes183 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 01:24yes1711 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-04 23:32yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 01:28yes2248 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:53yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:51no028 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:50yes2358 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 00:30yes21124 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 00:51yes1239 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-05 00:07yes329 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 01:21yes1431 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 23:52yes2617 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 01:52yes48 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-05 01:29yes1031 s
Scale constrainedPerplexity Sonarsonar2026-10-05 01:31yes185 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 22:20yes2511 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-04 22:34no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:29yes24147 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:35yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:33no028 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:21yes2532 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 01:45yes1444 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:02yes526 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-04 23:53yes424 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 01:12yes1424 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 23:18yes1814 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:10yes48 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-04 22:36yes2329 s
Negative framingPerplexity Sonarsonar2026-10-04 23:34yes2315 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 01:41yes2410 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-05 00:57yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:56yes2339 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 00:02yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:55yes933 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-05 01:56yes2329 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:43yes1457 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:11yes1848 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-05 01:04yes420 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:20yes1830 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
Conifers.ai CognitiveSOC read as Conifers CognitiveSOC
Huntress read as Huntress Managed EDR
Intezer read as Intezer AI SOC
Intezer (AI SOC) read as Intezer AI SOC
Intezer Autonomous SOC read as Intezer AI SOC
Intezer Forensic AI SOC read as Intezer AI SOC
ReliaQuest read as ReliaQuest GreyMatter
SentinelOne read as SentinelOne Singularity
Sentinelone (purple Ai) read as SentinelOne Singularity
Splunk read as Splunk Enterprise Security
Splunk (Enterprise Security) read as Splunk Enterprise Security
Stellar Cyber read as Stellar Cyber Open XDR
Unresolved, counted raw
Agent 365
Charlotte AI / Agentic SOAR
Charlotte AI Detection Triage
CrowdStrike Falcon Response (and Falcon OverWatch)
CrowdStrike Falcon with Charlotte AI
CrowdStrike's Charlotte AI / Agentic SOC
Dropzone
Google Cloud agentic security options
Google Cloud's Agentic SOC / Triage and Investigation agent
Google SecOps with Gemini
Google Security Operations (SecOps) with Gemini
Google's Triage and Investigation Agent
Intezer AI SOC analyst
Microsoft's Security Alert Triage Agent in Defender
Prophet AI
SentinelOne Purple/Vigilance
Splunk AI SOC
Stellar Cyber Open XDR Platform
Torq AI Agents / HyperSOC
Triago
Under Defence MAXI
Discontinued, still offered
No shut-down product was recommended here.

Also in security operations

The other categories of this function, with the leader in each.
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