AI SOC agents
Asked as “AI SOC agent”, and as “AI SOC analyst for alert triage”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; 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
24%
Contested · Radiant Security 24%
24Dropzone AI24Radiant Security05UnderDefense Agentic AI SOC47others
24% 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 twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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.
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
06M07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Dropzone AI24%
Dropzone AI24%02Radiant Security24%
Radiant Security24%03SentinelOne Purple AI4%
SentinelOne Purple AI4%04Prophet Security2%
Prophet Security2%05Torq2%
Torq2%06Intezer AI SOC2%
Intezer AI SOC2%07Microsoft Security Copilot2%
08CrowdStrike Charlotte AI0%
CrowdStrike Charlotte AI0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 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.
BlinkOps50%
1 of 2 labels negative · 1 of 12 models · 1 hard negative
“What to Avoid: "The Enterprise Giants" ... too heavy and expensive for a lean mid-market team.” Gemini 3.5 Flash, direct prompt
CrowdStrike Charlotte
100%
1 of 1 labels negative · 1 of 12 models · 1 hard negative
“Siloed EDR/SIEM Copilots (e.g., Microsoft Copilot for Security, CrowdStrike Charlotte AI) ... too heavy and expensive for a lean mid-market team.” Gemini 3.5 Flash, direct prompt
Microsoft Copilot100%
1 of 1 labels negative · 1 of 12 models · 1 hard negative
“Siloed EDR/SIEM Copilots (e.g., Microsoft Copilot for Security, CrowdStrike Charlotte AI) ... these ecosystem-locked tools lose their investigative depth.” Gemini 3.5 Flash, direct prompt
Radiant Security3%
1 of 29 labels negative · 1 of 12 models · 1 hard negative
“Radiant is likely no longer a viable standalone choice for a typical mid-sized B2B stack.” Gemini 3.5 Flash, paraphrase prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1001 links across 213 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · UnderDefense50 answers · 133 citations · 12 models
vendor site · Intezer38 answers · 78 citations · 11 models
vendor site · Rework28 answers · 32 citations · 10 models
vendor site · Swimlane28 answers · 31 citations · 12 models
22 answers · 30 citations · 11 models
vendor site · D3 Security20 answers · 30 citations · 11 models
vendor site · GitHub19 answers · 26 citations · 10 models
vendor site · ReliaQuest19 answers · 25 citations · 9 models
19 answers · 22 citations · 10 models
vendor site · Prophet Security17 answers · 24 citations · 7 models
vendor site · Stellar Cyber17 answers · 18 citations · 8 models
vendor site · Panther16 answers · 21 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.
25 answers · 11 models
25 answers · 10 models
24 answers · 12 models
22 answers · 12 models
21 answers · 10 models
17 answers · 9 models
14 answers · 7 models
13 answers · 6 models
13 answers · 7 models
13 answers · 8 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 | 24% | 120 | 1,300 | 32 | 1,652 | 3 | ||
| Radiant Security radiantsecurity.ai | 24% | 63 | 880 | 13 | 1,415 | 0 | ||
| UnderDefense underdefense.com UnderDefense Agentic AI SOC 5%, UnderDefense 4%, UnderDefense MAXI AI SOC 4%, UnderDefense MAXI 2% | 15% | 68 | 170 | 1 | 11,823 | 10 | 1 | |
| Microsoft parent site Microsoft Sentinel 4%, Microsoft Security Copilot 2%, Microsoft Sentinel plus Security Copilot 2%, Microsoft Defender 2% | 9% | 359 | 2,240,000 | 403,136 | ||||
| SentinelOne parent site SentinelOne Purple AI 4% | 4% | 36 | 33,100 | 1,675 | ||||
| Vigil | 4% | |||||||
| Prophet Security prophetsecurity.ai | 2% | 72 | 0 | 1,142 | 11 | 1 | ||
| Torq torq.io | 2% | 142 | 6,600 | 1,467 | 5,966 | 6 | 7 | |
| Intezer AI SOC intezer.com | 2% | 53 | 40 | 0 | 1,595 | 1 | ||
| Huntress huntress.com Huntress Managed EDR 2% | 2% | 290 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 |
Google's top ten for the three searches hold 24 sites; 4 of them are among the sites the models cited here (prophetsecurity.ai, reliaquest.com, stellarcyber.ai, 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 SecurityDropzone AIChangedno first choiceUnderDefense Agentic AI SOCno first choicenothing named
Three alternatives
Conifers CognitiveSOC, Dropzone AI, Stellar Cyber Open XDRTwo alternatives
Panther, Rapid7 InsightIDR AI Alert TriageFour alternatives
Dropzone AI, Helxon, Radiant Security, WazuhGPT-5.4 miniTorq AI SOC PlatformMicrosoft Security Copilot with the Security Alert Triage AgentChangedPalo Alto Networks Cortex AgentiX, Palo Alto Networks Cortex XSIAMagainst: SentinelOne Purple AIMicrosoft Defenderagainst: Google SecOps Agentic SOC / Triage and Investigation Agentno first choicenothing named
Three alternatives
CrowdStrike Falcon, Google Security Operations, PantherOne alternative
Palo Alto Networks Cortex XSIAMThree alternatives
CrowdStrike Charlotte AI, Google Security Operations Triage and Investigation Agent (TIN) / Agentic SOC, Microsoft Security CopilotOne alternative
AWS Marketplace AI SOC AgentGemini 3.5 FlashDropzone AIagainst: BlinkOps, CrowdStrike Charlotte, Microsoft Copilot, ReliaQuest GreyMatter, TorqDropzone AIHeldagainst: Radiant Securityno first choiceTalon, Vigilno first choicenothing named
Three alternatives
Intezer AI SOC, Prophet Security, Radiant SecurityFour alternatives
Huntress Managed EDR, Intezer AI SOC, Prophet Security, UnderDefenseFive alternatives
AiSOC, Dropzone AI, Google Gemini API, Radiant Security, n8nPerplexity SonarRadiant SecurityDropzone AIChangedPalo Alto Networks Cortex AgentiX / XSIAMRadiant Securityno first choicenothing named
Two alternatives
Dropzone AI, Stellar Cyber Open XDRThree alternatives
Expel, Palo Alto Cortex, Prophet SecurityFive alternatives
CrowdStrike Charlotte AI, Dropzone AI, Google Security Operations, Microsoft Security Copilot, TorqTwo alternatives
Expel, Prophet SecurityGrok 4.1 FastDropzone AI, Prophet Security, Radiant SecurityDropzone AIChangedD3 Morpheus, Dropzone AIagainst: Microsoft Security CopilotWazuhDropzone AI, Intezer AI SOC, UnderDefense MAXInothing named
Three alternatives
Arctic Wolf, Huntress Managed EDR, Microsoft Security CopilotFour alternatives
7AI, Prophet, Radiant Security, SentinelOne Purple AISeven alternatives
Conifers CognitiveSOC, CrowdStrike Charlotte AI, Intezer AI SOC, Prophet Security, Radiant Security, SentinelOne Purple AI, Torq AI SOC/HyperSOCEleven alternatives
AiSOC, Contraforce, Dropzone AI, Elastic Security, Elest.io, Huntress Managed EDR, MISP, Microsoft Sentinel, OpenCTI, Security Copilot, Zoro AITwo alternatives
CrowdStrike Charlotte AI, SwimlaneMistral SmallRadiant Security, SentinelOne Purple AIDropzone AIChangedno first choiceMicrosoft Sentinel plus Security Copilotno first choicenothing named
Two alternatives
Radiant, SimbianThree alternatives
D3 Morpheus, Splunk Enterprise Security, Stellar Cyber Open XDRSix alternatives
CrowdStrike, Darktrace, Microsoft Defender for Office 365, Splunk ES with ML Toolkit, Vectra, WazuhDeepSeek V4 FlashRadiant Security, UnderDefenseDropzone AIChangedProphet SecurityHuntress Managed EDRagainst: Wazuhno first choiceagainst: Exaforce
Two alternatives
Dropzone AI, Microsoft Security Copilot + SentinelOne alternative
Prophet SecurityEight alternatives
CrowdStrike Charlotte AI, Dropzone AI, Google Security Operations, Intezer AI SOC, Microsoft Security Copilot, SentinelOne Purple AI, Torq, UnderDefense MAXIOne alternative
UnderDefense MAXI AI SOCLlama 4 MaverickRadiant SecurityTorqChangedno first choiceno first choiceno first choicenothing named
One alternative
SentinelOne Purple AIFour alternatives
Dropzone AI, Prophet Security, Radiant Security, SimbianFour alternatives
AI SOC Agent on AWS Marketplace, Dropzone AI, Microsoft Sentinel plus Security Copilot, Prophet SecurityQwen 3.7 FlashSentinelOne Purple AISwimlaneChangedno first choiceCopilot, Microsoft Sentinelno first choicenothing named
One alternative
Radiant SecurityFive alternatives
Arctera, Copilot, CrowdStrike Falcon, Microsoft Sentinel, Palo Alto NetworksThree alternatives
D3 Morpheus, Stellar Cyber Open XDR, WazuhKimi K2Radiant SecurityRadiant SecurityHeld7AI, ReliaQuest GreyMatteragainst: TinesUnderDefense Agentic AI SOC, Vigilno first choicenothing named
Three alternatives
Dropzone AI, Stellar Cyber Open XDR, UnderDefense Agentic AI SOCTwo alternatives
D3 Morpheus, Intezer AI SOCFour alternatives
D3 Security, Dropzone AI, Prophet Security, TorqSeven alternatives
Dropzone AI, Huntress Managed EDR, Microsoft Sentinel, Prophet Security, Security Copilot, Shuffle, WazuhGLM 4.7 FlashXRadiant Security, UnderDefense MAXI AI SOCRadiant SecurityChanged7AI, ReliaQuest GreyMatterUnderDefense Agentic AI SOCno first choicenothing named
Three alternatives
Dropzone AI, Microsoft Security Copilot, TorqThree alternatives
Dropzone AI, Qevlar AI, UnderDefense Agentic AI SOCFour alternatives
Dropzone AI, Intezer AI SOC, Swimlane, TorqFive alternatives
AiSOC, Huntress Managed EDR, Microsoft Sentinel, Security Copilot, VigilMiniMax M2.5UnderDefense MAXI AI SOCDropzone AI, Radiant SecurityChangedno first choiceGoogle Security Operations, Microsoft Sentinelno first choicenothing named
One alternative
Radiant SecurityOne alternative
Prophet SecurityFive alternatives
CrowdStrike Falcon, Shuffle, Splunk Enterprise Security, TheHive, 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. Full answer text is in the free responses file. Download the record
Seventy-two 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 01:25 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:32 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:21 | yes | 15 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:04 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:40 | yes | 20 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:08 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:23 | yes | 23 | 44 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:34 | yes | 5 | 9 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:54 | yes | 5 | 12 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:38 | yes | 12 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:41 | yes | 14 | 172 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:22 | yes | 9 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:51 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:46 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:28 | yes | 17 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:23 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:41 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:55 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:10 | yes | 20 | 41 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:02 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:44 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:01 | yes | 24 | 49 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:14 | yes | 10 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:08 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:11 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:08 | yes | 17 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:53 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:32 | yes | 20 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:29 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:44 | yes | 21 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:52 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:37 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:46 | yes | 10 | 54 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:01 | yes | 23 | 147 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:04 | yes | 7 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:36 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:25 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:59 | yes | 11 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:46 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:23 | yes | 21 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:49 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:45 | yes | 23 | 66 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:35 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:33 | yes | 23 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:39 | yes | 15 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:46 | yes | 5 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:52 | yes | 16 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:55 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:54 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:54 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:57 | yes | 22 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:57 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:36 | yes | 20 | 140 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:16 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:32 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:39 | no | 0 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:02 | yes | 19 | 157 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:29 | no | 0 | 8 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:42 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:56 | yes | 6 | 10 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:30 | yes | 15 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:42 | yes | 21 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:34 | yes | 19 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:28 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:28 | yes | 21 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:15 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:33 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 22 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:56 | yes | 15 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:53 | yes | 14 | 16 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
Conifers.ai (CognitiveSOC) read as Conifers CognitiveSOC
Conifers.ai CognitiveSOC read as Conifers CognitiveSOC
Huntress read as Huntress Managed EDR
Intezer read as Intezer AI SOC
Intezer Autonomous SOC read as Intezer AI SOC
Intezer Forensic AI SOC read as Intezer AI SOC
SentinelOne read as SentinelOne Singularity
SentinelOne (Purple AI / Athena) read as SentinelOne Singularity
Splunk read as Splunk Enterprise Security
Splunk (Cisco Integration) read as Splunk Enterprise Security
Stellar Cyber read as Stellar Cyber Open XDR
Unresolved, counted raw
AI SOC Agent on AWS Marketplace
AWS Marketplace AI SOC Agent
Andesite AI
Assured Trust
Contraforce Agent
CrowdStrike Charlotte
Elest.io
Google Gemini API
Google Gemini Security Agents
Google SecOps Agentic SOC / Triage and Investigation Agent (TIN)
Google Security Operations Triage and Investigation Agent (TIN) / Agentic SOC
Google Security Operations with Gemini
Microsoft Security Copilot agents in Defender / Microsoft Sentinel
Microsoft Security Copilot with the Security Alert Triage Agent
Microsoft Security Copilot’s Security Alert Triage Agent
Rapid7 InsightIDR AI Alert Triage
Splunk ES with ML Toolkit
Torq AI SOC Platform
Torq AI SOC/HyperSOC
Torq Socrates and HyperAgents
Zoro AI
Zoro AI Agent
Discontinued, still offered
No shut-down product was recommended here.