AI SOC agents for small business buyers
Asked as “AI SOC agent”, and as “AI SOC analyst for alert triage”, on behalf of a small B2B company. 52 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
19%
Contested · UnderDefense Agentic AI SOC 15%
19Dropzone AI15UnderDefense Agentic AI SOC12Huntress Managed EDR54others
19% 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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
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 small business.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
03
04
05
06M07
08
09T10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Dropzone AI19%
Dropzone AI19%02UnderDefense Agentic AI SOC15%
UnderDefense Agentic AI SOC15%03Huntress Managed EDR12%
Huntress Managed EDR12%04Intezer AI SOC8%
Intezer AI SOC8%05Wazuh4%
Wazuh4%06Prophet Security2%
Prophet Security2%07Microsoft Security Copilot2%
08Radiant Security0%
Radiant Security0%09CrowdStrike Charlotte AI0%
CrowdStrike Charlotte AI0%10Torq AI SOC Platform0%
What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
CrowdStrike Charlotte AI42%
5 of 12 labels negative · 5 of 14 models
“Platform-native AI — CrowdStrike Charlotte AI, SentinelOne Purple AI, Microsoft Security Copilot — only if you're already standardized on that vendor.” DeepSeek V4 Flash, scale prompt
Microsoft Security Copilot
33%
5 of 15 labels negative · 4 of 14 models · 1 hard negative
“Avoid enterprise-focused tools: ... Microsoft Security Copilot are ecosystem-dependent and priced for larger orgs. Skip them at your stage.” DeepSeek V4 Flash, paraphrase prompt
Torq AI SOC Platform
38%
5 of 13 labels negative · 3 of 14 models · 2 hard negative
“Enterprise-focused; suits "AI-led SOC backbone" but high complexity/cost for small teams. Poor SMB usability scores.” Grok 4.20, negative prompt
Dropzone AI8%
3 of 40 labels negative · 3 of 14 models · 1 hard negative
“What to Avoid: Dropzone AI: Starts at $36,000/year (too expensive for small budgets)” GLM 4.7 FlashX, 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
81 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. 1163 links across 240 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 · UnderDefense62 answers · 205 citations · 12 models
32 answers · 50 citations · 13 models
vendor site · Rework31 answers · 40 citations · 11 models
vendor site · Intezer30 answers · 49 citations · 12 models
vendor site · D3 Security28 answers · 32 citations · 11 models
vendor site · Swimlane28 answers · 31 citations · 11 models
23 answers · 34 citations · 9 models
vendor site · Panther23 answers · 29 citations · 12 models
vendor site · FitGap21 answers · 21 citations · 8 models
vendor site · Prophet Security18 answers · 24 citations · 9 models
vendor site · G218 answers · 21 citations · 11 models
vendor site · ReliaQuest17 answers · 23 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.
40 answers · 11 models
38 answers · 11 models
22 answers · 9 models
21 answers · 10 models
20 answers · 7 models
19 answers · 10 models
19 answers · 9 models
17 answers · 9 models
16 answers · 7 models
16 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 |
|---|---|---|---|---|---|---|---|---|
| UnderDefense MAXI underdefense.com UnderDefense Agentic AI SOC 15%, UnderDefense MAXI 8% | 23% | 70 | 10 | 0 | 11,823 | 10 | 1 | |
| Dropzone AI dropzone.ai | 19% | 139 | 1,300 | 32 | 1,652 | 3 | ||
| Huntress huntress.com Huntress Managed EDR 12% | 12% | 353 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | |
| Intezer AI SOC intezer.com | 8% | 75 | 40 | 0 | 1,595 | 1 | ||
| Wazuh wazuh.com | 4% | 118 | 9,900 | 446 | 7,214 | 3 | ||
| Elastic elastic.co Elastic Security 4% | 4% | 124 | 74,000 | 34,672 | 208,306 company | 105 | ||
| Helxon helxon.com | 4% | 1 | ||||||
| Prophet Security prophetsecurity.ai | 2% | 68 | 0 | 1,142 | 11 | 1 | ||
| Blumira blumira.com | 2% | 108 | 1,300 | 12 | 8,060 | 10 | ||
| Microsoft parent site Microsoft Security Copilot 2% | 2% | 111 | 2,240,000 | 403,136 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (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 a small B2B company?”Paraphrase“Which AI SOC analyst for alert triage would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI SOC agents for a small team and how do they differ?”Budget-constrained“What is the best AI SOC agent for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI SOC agent. What should we look at?”Negative“Which AI SOC agents should a small business avoid or be cautious about?”
Claude Haiku 4.5HelxonDropzone AIChangedDropzone AIHelxonno first choiceagainst: Microsoft Security Copilot, Prophet Security, Splunk Enterprise Security
Two alternatives
Dropzone AI, Hunto AITwo alternatives
Radiant Security, UnderDefense Agentic AI SOCFour alternatives
Helxon, Hunto AI, Prophet Security, Stellar Cyber Open XDRThree alternatives
Dropzone AI, Stellar Cyber Open XDR, UnderDefense Agentic AI SOCGPT-5.4 miniMicrosoft Security Copilotagainst: Simbian AI-SOC AgentMicrosoft Security Copilot’s Alert Triage AgentChangedMicrosoft Security CopilotMicrosoft Defender XDR, Security Copilotagainst: CrowdStrike Charlotte AIno first choicenothing named
Two alternatives
CrowdStrike, Google Security OperationsOne alternative
CrowdStrike Charlotte AIThree alternatives
CrowdStrike Charlotte AI, Palo Alto Networks Cortex AgentiX, SentinelOne Purple AIGemini 3.5 FlashIntezer AI SOCagainst: ReliaQuest GreyMatter, Swimlane Turbine, Torq AI SOC PlatformIntezer AI SOCHeldDropzone AIagainst: CrowdStrike Charlotte AI, Microsoft Security CopilotIntezer AI SOCagainst: ReliaQuest GreyMatter, Torq AI SOC Platformno first choiceagainst: ChatGPT, Google Gemini, Microsoft Sentinel, Splunk Enterprise Security
Four alternatives
Dropzone AI, Helxon, Simbian AI-SOC Agent, UnderDefense Agentic AI SOCTwo alternatives
Dropzone AI, Prophet SecurityThree alternatives
Intezer AI SOC, Prophet Security, Simbian AI-SOC AgentSix alternatives
AirMDR, SentinelOne Purple AI, Talon, UnderDefense Agentic AI SOC, Vigil, Wazuh MobiusPerplexity SonarUnderDefense Agentic AI SOCDropzone AIChangedDropzone AI, Prophet Securityagainst: Conifers CognitiveSOCHuntress Managed EDR, Todylno first choicenothing named
Four alternatives
Arctic Wolf, Expel, Microsoft Sentinel, Security CopilotTwo alternatives
Microsoft Security Copilot, TinesOne alternative
Radiant SecurityOne alternative
TinesGrok 4.20UnderDefense Agentic AI SOCDropzone AIChangedagainst: Prophet SecurityDropzone AIHuntress Managed EDRno first choiceagainst: CrowdStrike Charlotte AI, Darktrace AI, Expel, Simbian AI-SOC Agent, Torq AI SOC Platform
Two alternatives
Dropzone AI, Huntress Managed EDRTwo alternatives
RadiantSecurity, UnderDefense Agentic AI SOCFour alternatives
Conifers CognitiveSOC, Prophet Security, Radiant Security, UnderDefense Agentic AI SOCFour alternatives
Blumira, Elastic Security, UnderDefense Agentic AI SOC, WazuhMistral SmallHolistic AIDropzone AIChangedDropzone AIComp AI, Dropzone AIno first choicenothing named
One alternative
Lorikeet CXTwo alternatives
Qevlar AI, Radiant SecurityOne alternative
Google Security OperationsDeepSeek V4 FlashUnderDefense Agentic AI SOCUnderDefense Agentic AI SOCHeldagainst: CrowdStrike Falcon's Charlotte AI, Microsoft Security Copilot, SentinelOne Purple AIDropzone AIagainst: Radiant SecurityHuntress Managed EDRno first choiceagainst: CrowdStrike Charlotte AI, Microsoft Security Copilot, SentinelOne Purple AInothing named
Two alternatives
Arctic Wolf, Stellar Cyber Open XDRTwo alternatives
Huntress Managed EDR, WazuhSix alternatives
AgentSOC, CrowdStrike Charlotte AI, Huntress Managed EDR, Microsoft Security Copilot, Prophet Security, TinesThree alternatives
Blumira, CrowdStrike Falcon Go, WazuhLlama 4 Maverickno first choiceno first choiceHeldno first choiceD3 Morpheusno first choicenothing named
Four alternatives
Microsoft Sentinel plus Security Copilot, Radiant Security, Splunk Enterprise Security, Stellar Cyber Open XDRQwen 3.7 FlashUnderDefense Agentic AI SOCDropzone AI, Prophet SecurityChangedDropzone AIUnderDefense MAXIagainst: Arctic Wolfno first choiceagainst: CrowdStrike Charlotte AI, ELK, Kibana, SentinelOne Purple AI, Wazuh
Three alternatives
COGNNA, SentinelOne Singularity SOAR, Swimlane TurbineTwo alternatives
Microsoft Security Copilot, Simbian AI-SOC AgentTwo alternatives
Cribl, TinesSix alternatives
Dropzone AI, Google Security Operations, Prophet Security, Suricata, TheHive, WazuhKimi K2Blumira, UnderDefense Agentic AI SOCagainst: Dropzone AIDropzone AIChangedUnderDefense Agentic AI SOCagainst: Intezer AI SOCUnderDefense Agentic AI SOCUnderDefense MAXIagainst: Arctic Wolf, Microsoft Sentinel, Red Canary
One alternative
Huntress Managed EDRThree alternatives
Blumira, Huntress Managed EDR, Prophet SecurityThree alternatives
Contraforce, Dropzone AI, Radiant SecurityFour alternatives
Huntress Managed EDR, Microsoft Sentinel, Security Copilot, WazuhSix alternatives
Dropzone AI, Huntress Managed EDR, Intezer AI SOC, Microsoft Security Copilot, Security Copilot, Torq AI SOC PlatformGLM 4.7 FlashXIntezer AI SOC, SentinelOne SingularityDropzone AIChangedDropzone AIagainst: Torq AI SOC PlatformElastic Security, Wazuhagainst: Dropzone AI, Torq AI SOC Platformno first choicenothing named
One alternative
DXC Agentic SOCTwo alternatives
Radiant Security, Torq AI SOC PlatformFour alternatives
CrowdStrike Charlotte AI, Microsoft Security Copilot, Panther, SentinelOne Purple AIThree alternatives
CrowdStrike Charlotte AI, Huntress Managed EDR, Microsoft Sentinel with Security CopilotMiniMax M2.5Huntress Managed EDR, UnderDefense MAXIUnderDefense MAXIChangedDropzone AIAgentSOCagainst: Dropzone AIno first choicenothing named
Three alternatives
Blumira, Dropzone AI, Microsoft Defender for CloudThree alternatives
CrowdStrike Charlotte AI, Dropzone AI, Google Security OperationsThree alternatives
Intezer AI SOC, Microsoft Security Copilot, Radiant SecurityThree alternatives
Elastic Security, Microsoft Security Copilot, WazuhGPT-6 LunaDropzone AIagainst: Microsoft Defender XDRDropzone AI's AI SOC AnalystChangedDropzone AI, Prophet Securityagainst: Radiant SecurityJutsu AgentSOCno first choiceagainst: Cyble, Security Copilot
Three alternatives
Huntress Managed EDR, Prophet Security, Sophos MDROne alternative
Microsoft Defender XDRThree alternatives
Microsoft Security Copilot, Qevlar AI, Torq AI SOC PlatformTwo alternatives
Huntress Managed EDR, Microsoft Defender for CloudMuse Glimmer 30BHuntress Managed EDRDropzone AI, UnderDefense Agentic AI SOCChangedDropzone AIElastic Security, Huntress Managed EDR, Wazuhno first choiceagainst: CrowdStrike, IBM, Microsoft Security Copilot, Palo Alto Networks Cortex XSIAM
Two alternatives
Microsoft Sentinel plus Security Copilot, UnderDefense Agentic AI SOCOne alternative
Radiant SecurityFour alternatives
Exaforce, Microsoft Sentinel, ReliaQuest GreyMatter, Security CopilotOne alternative
Dropzone AIBold 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 01:03 | yes | 19 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:19 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:55 | yes | 18 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:20 | yes | 24 | 4 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 01:22 | yes | 19 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:23 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:10 | yes | 18 | 46 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:23 | yes | 9 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:51 | yes | 17 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:33 | yes | 24 | 162 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:45 | yes | 12 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:29 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:46 | yes | 21 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:28 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:56 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:15 | yes | 23 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:51 | yes | 19 | 3 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 01:21 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:43 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:50 | yes | 21 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:21 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:26 | yes | 20 | 81 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:31 | yes | 20 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:18 | yes | 21 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:43 | yes | 12 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:49 | yes | 3 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:56 | yes | 11 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 16 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:51 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:54 | yes | 15 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:04 | yes | 17 | 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 01:13 | yes | 20 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:59 | yes | 23 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:32 | yes | 22 | 63 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:49 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:03 | yes | 19 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:13 | yes | 18 | 21 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:27 | yes | 24 | 83 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:42 | yes | 15 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:29 | yes | 6 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:40 | yes | 25 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:10 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:56 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:23 | yes | 23 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:14 | yes | 22 | 4 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) | 2026-10-04 22:37 | yes | 17 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:57 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:17 | yes | 22 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:00 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | yes | 13 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:28 | yes | 10 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:53 | yes | 15 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:32 | yes | 18 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:02 | yes | 3 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:38 | yes | 23 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:06 | yes | 17 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:42 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:47 | yes | 8 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:26 | yes | 19 | 7 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) | 2026-10-05 01:30 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:09 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:20 | yes | 21 | 95 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:22 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:55 | yes | 9 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:03 | yes | 13 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:23 | yes | 15 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:36 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:30 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:47 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:15 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:00 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:21 | yes | 10 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:57 | yes | 23 | 5 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 00:46 | yes | 23 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:00 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:02 | yes | 22 | 58 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:41 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:34 | yes | 18 | 63 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:02 | yes | 23 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:33 | yes | 15 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:25 | yes | 13 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:25 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:12 | yes | 21 | 35 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
Huntress read as Huntress Managed EDR
Intezer read as Intezer AI SOC
Microsoft Defender read as Microsoft Defender XDR
Microsoft Security Copilot agents read as Microsoft Security Copilot
ReliaQuest read as ReliaQuest GreyMatter
SentinelOne read as SentinelOne Singularity
SentinelOne (Purple AI) 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
Stellar Cyber read as Stellar Cyber Open XDR
Swimlane read as Swimlane Turbine
Torq read as Torq AI SOC Platform
Torq HyperSOC read as Torq AI SOC Platform
UnderDefense read as UnderDefense Agentic AI SOC
UnderDefense (Maxi Platform) read as UnderDefense Agentic AI SOC
UnderDefense (UnderDefense MAXI) read as UnderDefense Agentic AI SOC
UnderDefense MAXI AI SOC read as UnderDefense Agentic AI SOC
Vectra read as Vectra AI
Unresolved, counted raw
COGNNA
CrowdStrike Falcon's Charlotte AI
DXC Agentic SOC
Darktrace AI
Dropzone AI's AI SOC Analyst
Exabeam Nova
Jutsu AgentSOC
Lorikeet
Lorikeet CX
Microsoft Security Copilot’s Alert Triage Agent
SentinelOne Singularity SOAR
Sleuth Kit Labs
Total Assure
Wazuh Mobius (Beta)
Discontinued, still offered
No shut-down product was recommended here.