AI SOC agents
Asked as “AI SOC agent”, and as “AI SOC analyst for alert triage”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
35%
Contested · UnderDefense Agentic AI SOC 17%
35Dropzone AI17UnderDefense Agentic AI SOC10Prophet Security38others
35% of first choices, contested.
Since October 2026▲+11Since October 2026: 24% → 35%, +11 points. Past the 11-point floor: movement.Dropzone AI held the lead, +11 points on 24%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Dropzone AI33%Contested▲+14Since October 2026: 19% → 33%, +14 points. Past the 11-point floor: movement.Standing →Mid-marketDropzone AI35%Contested▲+11Since October 2026: 24% → 35%, +11 points. Past the 11-point floor: movement.This pageEnterpriseDropzone AI31%Contested▲+17Since October 2026: 14% → 31%, +17 points. Past the 11-point floor: movement.Standing →
Dropzone AI33%Contested▲+14Since October 2026: 19% → 33%, +14 points. Past the 11-point floor: movement.Standing →Mid-marketDropzone AI35%Contested▲+11Since October 2026: 24% → 35%, +11 points. Past the 11-point floor: movement.This pageEnterpriseDropzone AI31%Contested▲+17Since October 2026: 14% → 31%, +17 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Dropzone AI35%4%47endorsed leader▲+11Since October 2026: 24% → 35%, +11 points. Past the 11-point floor: movement.24% → 35%
Dropzone AI35%4%47endorsed leader▲+11Since October 2026: 24% → 35%, +11 points. Past the 11-point floor: movement.24% → 35%02
UnderDefense Agentic AI SOC17%0%21accepted challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise.13% → 17%
UnderDefense Agentic AI SOC17%0%21accepted challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise.13% → 17%03
Prophet Security10%0%23accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 11-point floor: within noise.2% → 10%
Prophet Security10%0%23accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 11-point floor: within noise.2% → 10%04
Huntress Managed EDR8%0%11accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%
Huntress Managed EDR8%0%11accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%05
CrowdStrike Charlotte AI2%18%28accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
CrowdStrike Charlotte AI2%18%28accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06Microsoft Security Copilot2%27%30criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
07
Radiant Security2%6%16accepted challenger▼−22Since October 2026: 24% → 2%, −22 points. Past the 11-point floor: movement.24% → 2%
Radiant Security2%6%16accepted challenger▼−22Since October 2026: 24% → 2%, −22 points. Past the 11-point floor: movement.24% → 2%Show the three products at 0%, ordered by negative rate
09Torq AI SOC Platform0%15%27accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
10
SentinelOne Purple AI0%7%14accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
SentinelOne Purple AI0%7%14accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%08
Intezer AI SOC0%0%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Intezer AI SOC0%0%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
For buyers
Head to head
All twenty-one head-to-head pages: the top seven products, each against each
Dropzone AI vs CrowdStrike Charlotte AIDropzone AI vs Microsoft Security CopilotDropzone AI vs Radiant SecurityUnderDefense Agentic AI SOC vs Prophet SecurityUnderDefense Agentic AI SOC vs Huntress Managed EDRUnderDefense Agentic AI SOC vs CrowdStrike Charlotte AIUnderDefense Agentic AI SOC vs Microsoft Security CopilotUnderDefense Agentic AI SOC vs Radiant SecurityProphet Security vs Huntress Managed EDRProphet Security vs CrowdStrike Charlotte AIProphet Security vs Microsoft Security CopilotProphet Security vs Radiant SecurityHuntress Managed EDR vs CrowdStrike Charlotte AIHuntress Managed EDR vs Microsoft Security CopilotHuntress Managed EDR vs Radiant SecurityCrowdStrike Charlotte AI vs Microsoft Security CopilotCrowdStrike Charlotte AI vs Radiant SecurityMicrosoft Security Copilot vs Radiant Security
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 →
0102030405M06
0708T09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Dropzone AI35%
Dropzone AI35%02UnderDefense Agentic AI SOC17%
UnderDefense Agentic AI SOC17%03Prophet Security10%
Prophet Security10%04Huntress Managed EDR8%
Huntress Managed EDR8%05CrowdStrike Charlotte AI2%
CrowdStrike Charlotte AI2%06Microsoft Security Copilot2%
07Radiant Security2%
Radiant Security2%08Intezer AI SOC0%
Intezer AI SOC0%09Torq AI SOC Platform0%
10SentinelOne Purple AI0%
SentinelOne Purple AI0%What they warned about
Two 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, Llama 4 Maverick, 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.
Microsoft Security Copilot
27%
8 of 30 labels negative · 7 of 14 models
“enterprise AI SOC solutions like Microsoft Security Copilot, ReliaQuest GreyMatter, or CrowdStrike Charlotte AI are often cost-prohibitive” Gemini 3.5 Flash, budget prompt
Torq AI SOC Platform
15%
4 of 27 labels negative · 3 of 14 models · 2 hard negative
“Avoid or deprioritize high-end ones like ... Torq HyperSOC” Grok 4.20, budget prompt
CrowdStrike Charlotte AI18%
5 of 28 labels negative · 3 of 14 models · 1 hard negative
“Avoid or deprioritize high-end ones like ... CrowdStrike Charlotte AI” Grok 4.20, budget prompt
Palo Alto Cortex AgentiX
38%
3 of 8 labels negative · 3 of 14 models · 1 hard negative
“Avoid buying a full enterprise platform such as Torq, Palo Alto Cortex AgentiX” Perplexity Sonar, 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
78 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. 862 links across 183 sites, every framing counted. Ranked by the number of answers carrying the site or page. 65 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 · UnderDefense41 answers · 88 citations · 12 models
vendor site · GitHub39 answers · 62 citations · 12 models
vendor site · Intezer31 answers · 39 citations · 12 models
vendor site · Stellar Cyber26 answers · 36 citations · 11 models
vendor site · Swimlane24 answers · 25 citations · 10 models
vendor site · Simbian22 answers · 35 citations · 10 models
vendor site · ReliaQuest21 answers · 38 citations · 9 models
18 answers · 37 citations · 8 models
publisher (Gane)17 answers · 25 citations · 10 models
vendor site · Conifers.ai15 answers · 16 citations · 8 models
14 answers · 15 citations · 9 models
vendor site · Rework14 answers · 14 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.
18 answers · 9 models
18 answers · 9 models
14 answers · 8 models
13 answers · 9 models
13 answers · 8 models
13 answers · 8 models
13 answers · 7 models
13 answers · 8 models
11 answers · 7 models
11 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 “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 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 |
|---|---|---|---|---|---|---|---|---|
| Dropzone AI dropzone.ai | 35% | 139 | 1,300 | 32 | 1,652 | 3 | ||
| UnderDefense MAXI underdefense.com UnderDefense Agentic AI SOC 17%, UnderDefense MAXI 2% | 19% | 70 | 10 | 0 | 11,823 | 10 | 1 | |
| Prophet Security prophetsecurity.ai | 10% | 68 | 0 | 1,142 | 11 | 1 | ||
| Huntress huntress.com Huntress Managed EDR 8% | 8% | 353 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | |
| Vigil SOC vigilsoc.org | 6% | 5 | ||||||
| Microsoft parent site Microsoft Security Copilot 2%, Microsoft Sentinel 2% | 4% | 371 | 2,240,000 | 403,136 | ||||
| CrowdStrike parent site CrowdStrike Charlotte AI 2% | 2% | 89 | 74,000 | 5,130 | ||||
| Radiant Security radiantsecurity.ai | 2% | 36 | 880 | 13 | 1,415 | 0 | ||
| Conifers CognitiveSOC conifers.ai | 2% | 20 | 0 | 163 | 37 | 9 | ||
| Tines tines.com | 2% | 168 | 22,200 | 3,167 | 10,888 | 97 |
Google's top ten for the three searches hold 24 sites; 5 of them are among the sites the models cited here (conifers.ai, reliaquest.com, stellarcyber.ai, trustradius.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.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 AI SOC agent for a mid-market B2B company?”Paraphrase“Which AI SOC analyst for alert triage would you recommend to a mid-sized B2B company?”Comparative“What are the top AI SOC agents and how do they differ?”Budget-constrained“What is the best AI SOC agent for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AI SOC agent. What should we look at?”Negative“Which AI SOC agents should I avoid or be cautious about?”
Claude Haiku 4.5Radiant Security, UnderDefense MAXIDropzone AIChangedno first choiceBlumirano first choicenothing named
Two alternatives
Arctic Wolf, Dropzone AITwo alternatives
Prophet Security, UnderDefense MAXIThree alternatives
Dropzone AI, Microsoft Security Copilot + Sentinel, Radiant SecurityGPT-5.4 miniCrowdStrike Charlotte AIMicrosoft Security Copilot with the Security Alert Triage AgentChangedPalo Alto Networks Cortex AgentiXAiSOC, Vigil SOCagainst: Google Security Operationsno first choicenothing named
Two alternatives
Google Security Operations' agentic SOC, Microsoft Security CopilotTwo alternatives
CrowdStrike Charlotte AI, Google Security Operations Triage and Investigation AgentFour alternatives
CrowdStrike Charlotte AI, Google Security Operations, Microsoft Security Copilot, SentinelOne Purple AIOne alternative
Microsoft Security CopilotGemini 3.5 FlashDropzone AI, Prophet SecurityDropzone AIChangedno first choiceSOCFortress + Talon AIagainst: CrowdStrike Charlotte AI, Microsoft Security Copilot, ReliaQuest GreyMatterno first choicenothing named
Five alternatives
CrowdStrike Charlotte AI, Intezer AI SOC, Microsoft Security Copilot, SentinelOne Purple AI, Torq AI SOC PlatformSix alternatives
CrowdStrike Charlotte AI, Intezer AI SOC, Microsoft Security Copilot, Prophet Security, Radiant Security, SentinelOne Purple AIEight alternatives
CrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Security Copilot, Palo Alto Networks Cortex AgentiX, Prophet Security, Swimlane Turbine, Torq AI SOC PlatformSix alternatives
Blumira, Elastic Security, Huntress Managed EDR, UnderDefense Agentic AI SOC, Vigil, Wazuh SIEMPerplexity SonarArctic Wolf Aurora Agentic SOCDropzone AIChangedagainst: Torq AI SOC Platformno first choiceAirMDRagainst: Microsoft Security Copilot, Palo Alto Cortex AgentiX, Torq AI SOC Platformno first choiceagainst: 7AI, Exaforce
Five alternatives
Dropzone AI, Intezer AI SOC, Microsoft Security Copilot, Radiant Security, Torq AI SOC PlatformThree alternatives
Expel, Microsoft Security Copilot, Prophet SecurityNine alternatives
7AI, CrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Security Copilot, Palo Alto Cortex AgentiX, Prophet Security, ReliaQuest GreyMatter, Torq AI SOC PlatformTwo alternatives
Dropzone AI, UnderDefense MAXIGrok 4.20Dropzone AIProphet SecurityChangedagainst: CrowdStrike Charlotte AI, Microsoft Security Copilot, Radiant Security, Stellar Cyber Open XDRIntezer AI SOC, UnderDefense MAXIUnderDefense Agentic AI SOCagainst: CrowdStrike Charlotte AI, SentinelOne Purple AI, Torq AI SOC Platform, Vectra AIno first choiceagainst: Microsoft Copilot-related agents
Three alternatives
Microsoft Security Copilot + Sentinel, Torq AI SOC Platform, UnderDefense Agentic AI SOCTwo alternatives
Dropzone AI, Torq AI SOC PlatformFive alternatives
CrowdStrike Charlotte AI, Dropzone AI, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM, Torq AI SOC PlatformThree alternatives
Blumira, Intezer AI SOC, Prophet AI SOC AnalystMistral SmallDropzone AIDropzone AI, Microsoft Security CopilotChangedDropzone AITines, UnderDefense Agentic AI SOCno first choicenothing named
Three alternatives
Microsoft Security Copilot, SentinelOne Singularity Endpoint, Torq AI SOC PlatformThree alternatives
CrowdStrike Charlotte AI, Intezer AI SOC, SentinelOne Purple AISeven alternatives
7AI, CrowdStrike Charlotte AI, Intezer AI SOC, Microsoft Security Copilot, Prophet Security, Radiant Security, Torq AI SOC PlatformTwo alternatives
Huntress Managed EDR, SophosDeepSeek V4 FlashUnderDefense Agentic AI SOCDropzone AIChangedno first choiceHuntress Managed EDRagainst: Dropzone AI, Microsoft Sentinel, Security Copilotno first choiceagainst: Microsoft Security Copilot
Two alternatives
Arctic Wolf, Dropzone AIFour alternatives
D3 Morpheus, Intezer AI SOC, Microsoft Security Copilot, Prophet SecurityEleven alternatives
Conifers CognitiveSOC, CrowdStrike Charlotte AI, D3 Morpheus, Dropzone AI, Microsoft Security Copilot, Palo Alto Cortex AgentiX, Qevlar AI, ReliaQuest GreyMatter, Torq AI SOC Platform, UnderDefense MAXI, XSIAMTwo alternatives
UnderDefense Agentic AI SOC, WazuhLlama 4 Maverickno first choiceDropzone AIChangedno first choiceUnderDefense Agentic AI SOCno first choicenothing named
One alternative
VDF.AIQwen 3.7 FlashDropzone AIDropzone AIHeldIntezer AI SOCagainst: CrowdStrike, Microsoft Security Copilot, Palo Alto NetworksUnderDefense Agentic AI SOCagainst: Elastic, Splunk Enterprise Securityno first choicenothing named
Four alternatives
CrowdStrike Charlotte AI, Microsoft Security Copilot, Torq AI SOC Platform, UnderDefense Agentic AI SOCFour alternatives
CrowdStrike, Microsoft Security Copilot + Sentinel, Torq AI SOC Platform, UnderDefense Agentic AI SOCThree alternatives
Conifers CognitiveSOC, Dropzone AI, ExaforceTwo alternatives
Huntress Managed EDR, WazuhKimi K2Dropzone AIagainst: Microsoft Security Copilot, Torq AI SOC PlatformDropzone AI, Prophet SecurityChangedagainst: Charlotte AI, CrowdStrike, Microsoft Security Copilot, Palo Alto Cortex AgentiXno first choiceVigil SOCDropzone AI, Prophet Security, UnderDefense Agentic AI SOCagainst: OpenAI
Three alternatives
Huntress Managed EDR, Radiant Security, UnderDefense MAXIThree alternatives
Intezer AI SOC, Stellar Cyber Open XDR, mysoc.aiEight alternatives
CrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Security Copilot, Palo Alto Cortex AgentiX, ReliaQuest GreyMatter, Torq AI SOC Platform, XSIAMThree alternatives
AiSOC, Tines, UnderDefense Agentic AI SOCGLM 4.7 FlashXConifers CognitiveSOCDropzone AIChangedDropzone AIagainst: Splunk SOARHuntress Managed EDRno first choiceagainst: Dropzone AI
Two alternatives
Dropzone AI, Microsoft Security CopilotTwo alternatives
Prophet Security, Swimlane TurbineThree alternatives
CrowdStrike Charlotte AI, Microsoft Security Copilot, ReliaQuest GreyMatterTwo alternatives
Microsoft Defender for Cloud, WazuhMiniMax M2.5UnderDefense Agentic AI SOCMicrosoft SentinelChangedDropzone AIHuntress Managed EDRno first choicenothing named
Four alternatives
Arctic Wolf, Dropzone AI, Radiant Security, eSentireThree alternatives
IBM QRadar, Palo Alto Networks Cortex XSIAM, Splunk Enterprise SecuritySix alternatives
CrowdStrike Charlotte AI, Intezer AI SOC, Palo Alto Networks Cortex XSIAM, Prophet Security, Simbian AI-SOC Agent, Torq AI SOC PlatformThree alternatives
Dropzone AI, UnderDefense Agentic AI SOC, WazuhGPT-6 LunaDropzone AIDropzone AIHeldno first choiceagainst: Google Security Operations agents, Microsoft Security CopilotVigil SOCno first choicenothing named
Three alternatives
Google Security Operations, Microsoft Defender XDR, Microsoft SentinelOne alternative
Security Alert Triage AgentSix alternatives
7AI, CrowdStrike Charlotte AI, Dropzone AI, Palo Alto Cortex AgentiX, Prophet Security, SentinelOne Purple AIOne alternative
AgentSOCMuse Glimmer 30BUnderDefense Agentic AI SOCDropzone AI, Prophet SecurityChangedagainst: CrowdStrike Charlotte AI, Palo Alto Cortex AgentiXDropzone AI, UnderDefense Agentic AI SOCHuntress Managed EDR, UnderDefense Agentic AI SOCno first choiceagainst: CrowdStrike Charlotte AI, Palo Alto Networks Cortex XSIAM
Six alternatives
Arctic Wolf, Conifers CognitiveSOC, CrowdStrike Charlotte AI, Intezer AI SOC, Microsoft Security Copilot, eSentireThree alternatives
Purple AI, UnderDefense Agentic AI SOC, mysoc.aiTwelve alternatives
CrowdStrike Charlotte AI, D3 Morpheus, Google SecOps with Gemini, Intezer AI SOC, Microsoft Security Copilot, Microsoft Sentinel, Palo Alto Cortex AgentiX, Prophet Security, ReliaQuest GreyMatter, SentinelOne Purple AI, Stellar Cyber Human-Augmented Autonomous SOC, Torq AI SOC PlatformSeven alternatives
Agentic SOC Platform, Elastic Security, OpenTriage Agentic SOC, Prophet Security, Radiant Security, Tines, WazuhBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:53 | yes | 16 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:19 | yes | 15 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:01 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:09 | yes | 14 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:27 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:56 | yes | 22 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:23 | yes | 18 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:32 | yes | 23 | 94 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:21 | yes | 9 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:47 | yes | 4 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:25 | yes | 11 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:32 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:22 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:25 | yes | 11 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:03 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:14 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:56 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:14 | yes | 22 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:35 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:39 | yes | 5 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:13 | yes | 10 | 55 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:47 | yes | 24 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:55 | no | 0 | 63 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:09 | yes | 3 | 21 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:24 | yes | 13 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:24 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:34 | yes | 8 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:46 | yes | 11 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:32 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:35 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:22 | yes | 22 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:08 | yes | 5 | 45 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:19 | yes | 20 | 56 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:35 | yes | 25 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:21 | yes | 19 | 56 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:48 | yes | 8 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:29 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:27 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:36 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:49 | yes | 8 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 19:21 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:31 | yes | 5 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:47 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:03 | yes | 21 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:33 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:15 | yes | 5 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:20 | yes | 10 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:37 | yes | 25 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:24 | yes | 10 | 50 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:36 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:52 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:02 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:28 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:21 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:58 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:47 | yes | 12 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:09 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:57 | yes | 24 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:57 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:07 | yes | 5 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:35 | yes | 18 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:30 | yes | 20 | 81 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:49 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:19 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:08 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:37 | yes | 9 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:16 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:39 | yes | 13 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:29 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:14 | yes | 5 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:43 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:01 | yes | 23 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:45 | yes | 10 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:26 | yes | 5 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:20 | yes | 24 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:46 | yes | 15 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:29 | yes | 5 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:00 | yes | 3 | 11 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:03 | yes | 21 | 52 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
Conifers.ai CognitiveSOC read as Conifers CognitiveSOC
Google Security Operations agentic SOC read as Google Security Operations
Huntress read as Huntress Managed EDR
Intezer read as Intezer AI SOC
Intezer Autonomous SOC read as Intezer AI SOC
Microsoft Copilot for Security read as Microsoft Security Copilot
Microsoft Security Copilot agents read as Microsoft Security Copilot
Prophet read as Prophet Security
SentinelOne read as SentinelOne Singularity
Simbian read as Simbian AI-SOC Agent
Simbian AI read as Simbian AI-SOC Agent
Splunk read as Splunk Enterprise Security
Splunk Enterprise read as Splunk Enterprise Security
Stellar Cyber read as Stellar Cyber Open XDR
Swimlane read as Swimlane Turbine
Swimlane (Turbine) read as Swimlane Turbine
Swimlane Turbine AI SOC read as Swimlane Turbine
Torq read as Torq AI SOC Platform
Torq (HyperSOC) read as Torq AI SOC Platform
Torq (Torq HyperSOC / Socrates) read as Torq AI SOC Platform
Torq (Torq HyperSOC) read as Torq AI SOC Platform
Torq HyperSOC read as Torq AI SOC Platform
UnderDefense read as UnderDefense Agentic AI SOC
Vectra read as Vectra AI
Unresolved, counted raw
AiSOC-ee / AiSOC
Google Security Operations Triage and Investigation Agent
Google Security Operations' agentic SOC
Legion
Microsoft Copilot-related agents (including in Defender or 365)
Microsoft Defender XDR managed
Microsoft Security Copilot with the Security Alert Triage Agent
OpenTriage Agentic SOC
Prophet AI SOC Analyst
Purple AI
SOCFortress + Talon AI
Security Alert Triage Agent
Sentinel AI
Sevii
TENEX
Wazuh SIEM
shoc
Discontinued, still offered
No shut-down product was recommended here.