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.
Standing · first-choice share
14%
Contested · UnderDefense Agentic AI SOC 14%
14Dropzone AI14UnderDefense Agentic AI SOC09Intezer AI SOC62others
14% of first choices, contested.
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 rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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 UnderDefense Agentic AI SOCDropzone AI vs Torq AI SOC Platform
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-eight head-to-head pages: the top eight products, each against each
Dropzone AI vs SentinelOne Purple AIDropzone AI vs Prophet SecurityDropzone AI vs Intezer AI SOCDropzone AI vs Microsoft Security CopilotRadiant Security vs UnderDefense Agentic AI SOCRadiant Security vs Torq AI SOC PlatformRadiant Security vs SentinelOne Purple AIRadiant Security vs Prophet SecurityRadiant Security vs Intezer AI SOCRadiant Security vs Microsoft Security CopilotUnderDefense Agentic AI SOC vs Torq AI SOC PlatformUnderDefense Agentic AI SOC vs SentinelOne Purple AIUnderDefense Agentic AI SOC vs Prophet SecurityUnderDefense Agentic AI SOC vs Intezer AI SOCUnderDefense Agentic AI SOC vs Microsoft Security CopilotTorq AI SOC Platform vs SentinelOne Purple AITorq AI SOC Platform vs Prophet SecurityTorq AI SOC Platform vs Intezer AI SOCTorq AI SOC Platform vs Microsoft Security CopilotSentinelOne Purple AI vs Prophet SecuritySentinelOne Purple AI vs Intezer AI SOCSentinelOne Purple AI vs Microsoft Security CopilotProphet Security vs Intezer AI SOCProphet Security 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
03T04
M05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Dropzone AI14%
Dropzone AI14%02UnderDefense Agentic AI SOC14%
UnderDefense Agentic AI SOC14%03Intezer AI SOC9%
Intezer AI SOC9%04Torq AI SOC Platform9%
05Microsoft Security Copilot7%
06CrowdStrike Charlotte AI5%
CrowdStrike Charlotte AI5%07Prophet Security5%
Prophet Security5%08Panther4%
Panther4%09Google Security Operations2%
Google Security Operations2%10Palo Alto Networks Cortex XSIAM0%
Palo Alto Networks Cortex XSIAM0%11SentinelOne Purple AI0%
SentinelOne 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 4.20, 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.
7AI22%
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 Wolf40%
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
7%
2 of 27 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 XSIAM11%
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 4.20, 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
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.
vendor site · UnderDefense52 answers · 113 citations · 12 models
vendor site · Intezer38 answers · 64 citations · 11 models
vendor site · Rework28 answers · 31 citations · 10 models
vendor site · Palo Alto Networks27 answers · 29 citations · 12 models
vendor site · Swimlane23 answers · 30 citations · 9 models
vendor site · G222 answers · 30 citations · 10 models
vendor site · Prophet Security20 answers · 25 citations · 10 models
20 answers · 22 citations · 9 models
vendor site · Exaforce19 answers · 24 citations · 9 models
18 answers · 18 citations · 9 models
vendor site · ReliaQuest17 answers · 21 citations · 10 models
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.
26 answers · 10 models
26 answers · 11 models
21 answers · 9 models
20 answers · 8 models
18 answers · 8 models
17 answers · 11 models
16 answers · 8 models
15 answers · 9 models
14 answers · 9 models
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 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 | 14% | 139 | 1,300 | 32 | 1,652 | 3 | ||
| UnderDefense Agentic AI SOC underdefense.com | 14% | 70 | 0 | 11,823 | 10 | 1 | ||
| Intezer AI SOC intezer.com | 9% | 75 | 40 | 0 | 1,595 | 1 | ||
| Torq AI SOC Platform torq.io | 9% | 86 | 5,966 | 6 | 7 | |||
| Microsoft parent site Microsoft Security Copilot 7% | 7% | 111 | 2,240,000 | 403,136 | ||||
| Palo Alto Networks paloaltonetworks.com Palo Alto Networks Cortex AgentiX 5%, Palo Alto Networks 2% | 7% | 91 | 40,500 | 1,088 | 951,391 | $383 | 106 | 7 |
| CrowdStrike parent site CrowdStrike Charlotte AI 5% | 5% | 89 | 74,000 | 5,130 | ||||
| Prophet Security prophetsecurity.ai | 5% | 68 | 0 | 1,142 | 11 | 1 | ||
| Panther panther.com | 4% | 12 | 1,220,000 | 127,829 | 4,345 | 0 | ||
| D3 Morpheus | 4% | 20 | 0 |
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.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 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 SOCIntezer AI SOCChangedUnderDefense Agentic AI SOCIntezer AI SOC, UnderDefense Agentic AI SOCno first choiceagainst: 7AI
Four alternatives
Conifers CognitiveSOC, CrowdStrike Charlotte AI, Intezer AI SOC, Splunk AI SOCThree alternatives
Panther, ReliaQuest GreyMatter, Torq AI SOC PlatformSix alternatives
Conifers CognitiveSOC, CrowdStrike Charlotte AI, Exaforce, Intezer AI SOC, Palo Alto Networks Cortex AgentiX, SentinelOne SingularityTwo alternatives
Dropzone AI, Huntress Managed EDRGPT-5.4 miniPalo Alto Networks Cortex AgentiXSplunk Enterprise SecurityChangedMicrosoft Security CopilotAgent 365, Microsoft Security Copilotagainst: Google Cloud agentic security optionsno first choicenothing named
Four alternatives
Charlotte AI, CrowdStrike Falcon, Google Security Operations, Torq AI SOC PlatformThree alternatives
CrowdStrike Charlotte AI, Microsoft Sentinel, Palo Alto Networks Cortex XSIAMThree alternatives
CrowdStrike Charlotte AI, Google Cloud's Agentic SOC / Triage and Investigation agent, Palo Alto Networks Cortex AgentiXOne alternative
CrowdStrike's Charlotte AI / Agentic SOCGemini 3.5 FlashDropzone AI, Prophet SecurityD3 MorpheusChangedIntezer AI SOCMicrosoft Security Copilotno first choiceagainst: OpenClaw
Four alternatives
CrowdStrike Charlotte AI, Intezer AI SOC, Microsoft Security Copilot, Torq AI SOC PlatformSeven alternatives
CrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Sentinel, Palo Alto Cortex AgentiX, Prophet Security, Security CopilotThree alternatives
D3 Morpheus, Dropzone AI, Torq AI SOC PlatformThree alternatives
CrowdStrike Charlotte AI, D3 Morpheus, SentinelOne Purple AIPerplexity SonarPalo Alto Networks Cortex AgentiXProphet SecurityChangedno first choiceRadiant Securityno first choicenothing named
Two alternatives
Exaforce, ReliaQuest GreyMatterTwo alternatives
CrowdStrike Charlotte AI, Dropzone AITwo alternatives
Torq AI SOC Platform, UnderDefense Agentic AI SOCGrok 4.20Torq AI SOC PlatformIntezer AI SOCChangedTorq AI SOC PlatformCrowdStrike Charlotte AIagainst: Microsoft Sentinel, Palo Alto Networks Cortex XSIAM, Security Copilot, Splunk Enterprise Securityno first choiceagainst: Google Security Operations, SentinelOne Singularity, Torq AI SOC Platform
Four alternatives
CrowdStrike Falcon, Google Security Operations, Microsoft Sentinel, Palo Alto Networks Cortex XSIAMFive alternatives
Dropzone AI, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM, RadiantSecurity, Torq AI SOC PlatformSeven alternatives
CrowdStrike Charlotte AI, Google Security Operations, Intezer AI SOC, Microsoft Security Copilot, Panther, SentinelOne Purple AI, Swimlane TurbineThree alternatives
Dropzone AI, Intezer AI SOC, UnderDefense Agentic AI SOCMistral SmallGoogle Security Operations, Panther, Torq AI SOC PlatformDropzone AI, Prophet SecurityChangedPantherCognitiveSOC, Torq AI SOC Platformno first choicenothing named
Two alternatives
Intezer AI SOC, ReliaQuest GreyMatterTwo alternatives
Intezer AI SOC, Swimlane TurbineTwo alternatives
Google Security Operations, Torq AI SOC PlatformOne alternative
Dropzone AIDeepSeek V4 FlashCrowdStrike Charlotte AI, Microsoft Security CopilotIntezer AI SOCChangedTorq AI SOC Platformagainst: IBM QRadarUnderDefense Agentic AI SOCagainst: Microsoft Security Copilot, Palo Alto Networks Cortex XSIAMno first choiceagainst: 7AI, Arctic Wolf, CrowdStrike, Dropzone AI, Exaforce, Qevlar, Radiant Security
Two alternatives
Conifers CognitiveSOC, Dropzone AIThree alternatives
CrowdStrike Charlotte AI, Dropzone AI, Palo Alto Networks Cortex XSIAMNine alternatives
Cortex AgentiX, CrowdStrike Charlotte AI, D3 Security, Dropzone AI, Google Security Operations, Intezer AI SOC, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM, SentinelOne Purple AITwo alternatives
CrowdStrike, Dropzone AILlama 4 Maverickno first choiceDropzone AIChangedno first choiceCognitiveSOCno first choicenothing named
Three alternatives
Prophet Security, SentinelOne Singularity, UnderDefense Agentic AI SOCTwo alternatives
Arctic Wolf, Torq AI SOC PlatformQwen 3.7 FlashPalo Alto NetworksDropzone AI, Prophet AIChangedPalo Alto Networks Cortex XSIAMMicrosoft Defender for Endpointagainst: Datadog, Elasticno first choiceagainst: Anomali, CrowdStrike, Dropzone, EY, Google Cloud, Microsoft, Prophet Security, Stellar Cyber Open XDR, deepwatch
Three alternatives
CrowdStrike, Microsoft, Splunk Enterprise SecurityThree alternatives
Microsoft Security Copilot, SentinelOne Purple AI, TriagoFour alternatives
CrowdStrike Falcon Response, Google Security Operations, Microsoft Security Copilot, Splunk Enterprise SecurityTwo alternatives
CrowdStrike Falcon, SentinelOne SingularityKimi K2Torq AI SOC PlatformUnderDefense Agentic AI SOCChangedagainst: CrowdStrike FalconD3 MorpheusDropzone AIagainst: Microsoft Security Copilot, Splunk AI, Torq AI SOC Platformno first choiceagainst: Arctic Wolf, ReliaQuest GreyMatter
Three alternatives
Defender, Microsoft Sentinel, Palo Alto Networks Cortex AgentiXThree alternatives
Charlotte AI, Palo Alto Networks Cortex XSIAM, Stellar Cyber Open XDRSix alternatives
CrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Security Copilot, Palo Alto Cortex AgentiX, SentinelOne Purple AIThree alternatives
CrowdStrike Falcon, SentinelOne Singularity, UnderDefense Agentic AI SOCGLM 4.7 FlashXRadiant SecurityCrowdStrike Charlotte AIChangedRadiant SecurityMicrosoft Security Copilotno first choicenothing named
Three alternatives
Cortex XSOAR, Prophet Security, Swimlane TurbineTwo alternatives
Legion Security, Microsoft Security CopilotFive alternatives
CrowdStrike Charlotte AI, Dropzone AI, Intezer AI SOC, Microsoft Security Copilot, SentinelOne Purple AITwo alternatives
CrowdStrike Charlotte AI, UnderDefense Agentic AI SOCMiniMax M2.5Panther, Torq AI SOC PlatformDropzone AI, UnderDefense Agentic AI SOCChangedno first choiceArctic Wolf, UnderDefense Agentic AI SOCno first choicenothing named
Three alternatives
Dropzone AI, Google Security Operations, Simbian AI-SOC AgentFour alternatives
Copilot, Google Security Operations, Microsoft Sentinel, PantherSix alternatives
CrowdStrike Charlotte AI, Dropzone AI, Google Security Operations with Gemini, Intezer AI SOC, Microsoft Security Copilot, Radiant SecurityTwo alternatives
CrowdStrike Charlotte AI, Microsoft Security CopilotGPT-6 LunaDropzone AIDropzone AIHeldMicrosoft Security CopilotD3 Morpheusno first choiceagainst: Microsoft
Three alternatives
Google Security Operations, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAMThree alternatives
Charlotte AI Detection Triage, Google's Triage and Investigation Agent, Microsoft's Security Alert Triage Agent in DefenderSeven alternatives
7AI, CrowdStrike Charlotte AI, Dropzone AI, Google Security Operations, Palo Alto Networks Cortex XSIAM, ReliaQuest GreyMatter, SentinelOne Purple AITwo alternatives
Dropzone AI, Microsoft Security CopilotMuse Glimmer 30BExaforce, UnderDefense Agentic AI SOCReliaQuest GreyMatterChangedProphet SecurityIntezer AI SOC, UnderDefense Agentic AI SOCno first choicenothing named
Four alternatives
Google Security Operations, Microsoft Sentinel with Security Copilot, Palo Alto Networks Cortex XSIAM, Torq AI SOC PlatformFour alternatives
Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM, UnderDefense Agentic AI SOC, UnderDefense MAXIEight alternatives
CrowdStrike Charlotte AI, Google Security Operations, Intezer AI SOC analyst, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM, Panther, SentinelOne Singularity, Torq AI SOC PlatformTwo alternatives
D3 Morpheus, Microsoft Security CopilotBold 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 | 2026-10-05 00:17 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:25 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:33 | yes | 17 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:21 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 01:10 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | yes | 10 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:53 | yes | 21 | 46 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:29 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:43 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:27 | yes | 18 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:33 | yes | 25 | 417 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:45 | yes | 23 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:41 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:33 | yes | 13 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:35 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:04 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:10 | yes | 20 | 31 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:15 | yes | 19 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:32 | yes | 22 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:25 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:53 | yes | 21 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:02 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:47 | yes | 5 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:57 | yes | 16 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:39 | yes | 25 | 49 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:53 | yes | 5 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:49 | yes | 5 | 25 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:01 | yes | 23 | 35 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:04 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:43 | yes | 7 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:00 | yes | 26 | 37 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:28 | yes | 16 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:59 | yes | 18 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:34 | yes | 20 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 24 | 76 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:33 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | yes | 5 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:43 | yes | 18 | 53 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:59 | yes | 25 | 56 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:17 | yes | 21 | 44 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:26 | yes | 8 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:58 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:45 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:14 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 15 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:24 | yes | 18 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 01:24 | yes | 17 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:32 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:28 | yes | 22 | 48 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:53 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:51 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:50 | yes | 23 | 58 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:30 | yes | 21 | 124 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:51 | yes | 12 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:07 | yes | 3 | 29 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:21 | yes | 14 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:52 | yes | 26 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:52 | yes | 4 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:29 | yes | 10 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:31 | yes | 18 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-04 22:20 | yes | 25 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:34 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:29 | yes | 24 | 147 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:35 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:33 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:21 | yes | 25 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:45 | yes | 14 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:02 | yes | 5 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:53 | yes | 4 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:12 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:18 | yes | 18 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:10 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:36 | yes | 23 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:34 | yes | 23 | 15 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 01:41 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:57 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:56 | yes | 23 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:02 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:55 | yes | 9 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:56 | yes | 23 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:43 | yes | 14 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:11 | yes | 18 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:04 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:20 | yes | 18 | 30 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
CrowdStrike Charlotte AI / AgentWorks read as CrowdStrike Charlotte AI
CrowdStrike Charlotte AI Detection Triage read as CrowdStrike Charlotte AI
CrowdStrike Falcon with Charlotte AI read as CrowdStrike Charlotte AI
Google Security Operations Agentic SOC read as Google Security Operations
Google Security Operations agentic SOC read as Google Security Operations
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
Microsoft Copilot for Security read as Microsoft Security Copilot
Microsoft Copilot for Security (Azure Sentinel) read as Microsoft Security Copilot
Microsoft Security Copilot agents read as Microsoft Security Copilot
Prophet read as Prophet Security
ReliaQuest read as ReliaQuest GreyMatter
SentinelOne read as SentinelOne Singularity
Sentinelone (purple Ai) read as SentinelOne Singularity
Simbian read as Simbian AI-SOC Agent
Splunk read as Splunk Enterprise Security
Splunk (Enterprise Security) read as Splunk Enterprise Security
Stellar Cyber read as Stellar Cyber Open XDR
Stellar Cyber Open XDR Platform read as Stellar Cyber Open XDR
Swimlane read as Swimlane Turbine
Torq read as Torq AI SOC Platform
Torq (HyperSOC / HyperAgents) read as Torq AI SOC Platform
Torq (HyperSOC / Socrates) read as Torq AI SOC Platform
Torq (HyperSOC featuring "Socrates") read as Torq AI SOC Platform
Torq HyperSOC read as Torq AI SOC Platform
Torq HyperSOC (Powered by Socrates) read as Torq AI SOC Platform
UnderDefense read as UnderDefense Agentic AI SOC
UnderDefense (Agentic AI SOC / MAXI) read as UnderDefense Agentic AI SOC
UnderDefense AI SOC read as UnderDefense Agentic AI SOC
UnderDefense MAXI AI SOC read as UnderDefense Agentic AI SOC
Unresolved, counted raw
Agent 365
Charlotte AI Detection Triage
CrowdStrike Falcon Response (and Falcon OverWatch)
CrowdStrike's Charlotte AI / Agentic SOC
Dropzone
Google Cloud agentic security options
Google Cloud's Agentic SOC / Triage and Investigation agent
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
Torq AI Agents / HyperSOC
Triago
Under Defence MAXI
Discontinued, still offered
No shut-down product was recommended here.