AI security platforms for enterprise buyers
Asked as “AI security platform”, and as “tool to secure LLM applications and employee AI use”, on behalf of an enterprise B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
12%
Contested · Microsoft Purview 7%
12Check Point AI Security07Microsoft Purview07WitnessAI74others
12% of first choices, contested.
Since October 2026▲+1Since October 2026: 11% → 12%, +1 point. Inside the 11-point floor: within noise.Check Point AI Security held the lead, +1 point on 11%, inside the 11-point 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
Microsoft Defender for Cloud32%Contested▼−1Since October 2026: 33% → 32%, −1 point. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Defender for Cloud12%Contested↗new leaderNew leader since October 2026: Microsoft Defender for Cloud (12%) replaces SentinelOne Singularity (11% then, 8% now), 4 points clear, inside the 11-point floor.Standing →Enterprise
Check Point AI Security12%Contested▲+1Since October 2026: 11% → 12%, +1 point. Inside the 11-point floor: within noise.This page
Microsoft Defender for Cloud32%Contested▼−1Since October 2026: 33% → 32%, −1 point. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Defender for Cloud12%Contested↗new leaderNew leader since October 2026: Microsoft Defender for Cloud (12%) replaces SentinelOne Singularity (11% then, 8% now), 4 points clear, inside the 11-point floor.Standing →EnterpriseCheck Point AI Security12%Contested▲+1Since October 2026: 11% → 12%, +1 point. Inside the 11-point floor: within noise.This pageThe 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 rateLabelsQuadrantSince October 2026
01Check Point AI Security12%0%26accepted challenger▲+1Since October 2026: 11% → 12%, +1 point. Inside the 11-point floor: within noise.11% → 12%
Check Point AI Security12%0%26accepted challenger▲+1Since October 2026: 11% → 12%, +1 point. Inside the 11-point floor: within noise.11% → 12%02
WitnessAI7%0%13accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%
WitnessAI7%0%13accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%03
Microsoft Purview7%8%12accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise.2% → 7%
Microsoft Purview7%8%12accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise.2% → 7%04
Palo Alto Networks5%0%14accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
Palo Alto Networks5%0%14accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%05
CrowdStrike Falcon5%0%12accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%
CrowdStrike Falcon5%0%12accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%06Palo Alto Networks Prisma AIRS5%21%14accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%
07
SentinelOne Singularity4%11%19accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
SentinelOne Singularity4%11%19accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%08
Lakera Guard2%0%19accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Lakera Guard2%0%19accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%09
CrowdStrike2%27%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
CrowdStrike2%27%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
13
Darktrace0%47%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Darktrace0%47%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Wiz0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Wiz0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Cisco AI Defense0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cisco AI Defense0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
HiddenLayer0%11%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HiddenLayer0%11%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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.
Head to head
Microsoft Defender for Cloud vs SentinelOne SingularityMicrosoft Defender for Cloud vs Microsoft PurviewMicrosoft Defender for Cloud vs Lakera Guard
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All fifteen head-to-head pages: the top six products, each against each
Microsoft Defender for Cloud vs Check Point AI SecurityMicrosoft Defender for Cloud vs CrowdStrike FalconSentinelOne Singularity vs Microsoft PurviewSentinelOne Singularity vs Lakera GuardSentinelOne Singularity vs Check Point AI SecuritySentinelOne Singularity vs CrowdStrike FalconMicrosoft Purview vs Lakera GuardMicrosoft Purview vs Check Point AI SecurityMicrosoft Purview vs CrowdStrike FalconLakera Guard vs Check Point AI SecurityLakera Guard vs CrowdStrike FalconCheck Point AI Security vs CrowdStrike Falcon
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 →
0102030405P06
07080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Check Point AI Security12%
Check Point AI Security12%02WitnessAI7%
WitnessAI7%03Microsoft Purview7%
Microsoft Purview7%04Palo Alto Networks5%
Palo Alto Networks5%05CrowdStrike Falcon5%
CrowdStrike Falcon5%06Palo Alto Networks Prisma AIRS5%
07SentinelOne Singularity4%
SentinelOne Singularity4%08Lakera Guard2%
Lakera Guard2%09CrowdStrike2%
CrowdStrike2%10HiddenLayer0%
HiddenLayer0%11Cisco AI Defense0%
Cisco AI Defense0%12Wiz0%
Wiz0%13Darktrace0%
Darktrace0%What they warned about
Zero 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, 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.
Darktrace47%
8 of 17 labels negative · 7 of 14 models · 2 hard negative
“Platforms to Avoid for *Predictability*: Darktrace: Quote-based, high entry cost, unpredictable add-on fees.” Qwen 3.7 Flash, budget prompt
Wiz27%
3 of 11 labels negative · 3 of 14 models · 1 hard negative
“Often priced per application/developer/vulnerability scan count, leading to volatile costs” Qwen 3.7 Flash, budget prompt
CrowdStrike27%
4 of 15 labels negative · 3 of 14 models
“The July 2024 CrowdStrike outage demonstrated how a flaw in an automated update logic (the AI/heuristic engine) can take down the security infrastructure” Qwen 3.7 Flash, negative prompt
Dropzone AI50%
2 of 4 labels negative · 2 of 14 models · 1 hard negative
“Priced per investigation/volume, which fluctuates with environment activity” Qwen 3.7 Flash, 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
75 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. 912 links across 321 sites, every framing counted. Ranked by the number of answers carrying the site or page. 46 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 · Check Point37 answers · 42 citations · 13 models
vendor site · Microsoft18 answers · 41 citations · 8 models
16 answers · 30 citations · 9 models
publisher (Gane)15 answers · 23 citations · 8 models
vendor site · Superblocks15 answers · 15 citations · 8 models
vendor site · GitHub14 answers · 21 citations · 8 models
vendor site · Witness.ai13 answers · 24 citations · 10 models
vendor site · Forcepoint13 answers · 19 citations · 9 models
vendor site · Cyera10 answers · 12 citations · 7 models
vendor site · OWASP9 answers · 10 citations · 8 models
vendor site · UnderDefense9 answers · 10 citations · 7 models
9 answers · 9 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.
25 answers · 11 models
15 answers · 8 models
12 answers · 7 models
10 answers · 7 models
10 answers · 6 models
9 answers · 8 models
8 answers · 8 models
7 answers · 7 models
7 answers · 3 models
6 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 security platform”, “ai security platforms”, “best ai security platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Check Point parent site Check Point AI Security 12% | 12% | 46 | 14,800 | 4,487 | ||||
| Microsoft parent site Microsoft Purview 7%, Microsoft Sentinel 4%, Microsoft Security Copilot 2% | 12% | 514 | 2,240,000 | 403,136 | ||||
| WitnessAI witness.ai | 7% | 25 | 590 | 14 | 3,200 | 1 | 3 | |
| Palo Alto paloaltonetworks.com Palo Alto Networks 5% | 5% | 91 | 246,000 | 18,254 | 951,391 company | $383 | 106 | 5 |
| CrowdStrike parent site CrowdStrike Falcon 5% | 5% | 201 | 74,000 | 5,130 | ||||
| Palo Alto Networks parent site Palo Alto Networks Prisma AIRS 5% | 5% | 26 | 40,500 | 1,088 | ||||
| Microsoft Defender parent site Microsoft Defender XDR 5% | 5% | 199 | 18,100 | 3,525 | ||||
| SentinelOne sentinelone.com SentinelOne Singularity 4% | 4% | 499 | 33,100 | 1,675 | 446,702 company | $780 | 22 | |
| Netskope netskope.com Netskope One AI Security 4% | 4% | 13 | 18,100 | 830 | 42,119 company | 27 | ||
| UnderDefense AI SOC underdefense.com | 4% | 9 | 0 | 11,823 | 10 |
Google's top ten for the three searches hold 18 sites; 2 of them are among the sites the models cited here (cyera.com, witness.ai). The first result for “ai security platform” is reddit.com.
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 security platform for an enterprise B2B company?”Paraphrase“Which tool to secure LLM applications and employee AI use would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI security platforms and how do they differ?”Budget-constrained“What is the best AI security platform 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 security platform. What should we look at?”Negative“Which AI security platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Pillar SecurityWitnessAIChangedno first choiceGoogle Security Operationsno first choicenothing named
Four alternatives
Bifrost, Check Point AI Security, Cyera, Palo Alto Networks Prisma AIRSFour alternatives
Bifrost, Cato AI Security, Check Point AI Security, Prompt SecurityFour alternatives
D3 Morpheus AI, Dropzone AI, Intezer, Radiant SecurityGPT-5.4 miniCrowdStrike Falcon, Orca SecurityDrataChangedPalo Alto Networks Cortex Cloud, Palo Alto Networks Prisma AIRSCrowdStrike Falconagainst: Wizno first choicenothing named
Two alternatives
Airia, WizSix alternatives
Check Point AI Security, CrowdStrike — Falcon AI security capabilities, Microsoft — Security Dashboard for AI + Defender + Purview + Entra, WitnessAI, Wiz — AI Application Protection Platform, ZscalerOne alternative
AIDRGemini 3.5 FlashPalo Alto NetworksPrompt SecurityChangedno first choiceNetskope AI Security & CASB, Zscaler Zero Trust Exchangeno first choicenothing named
Eight alternatives
CalypsoAI, Cisco AI Defense, Lakera Guard, Netskope One AI Security, Pillar Security, Protect AI, Wiz, ZscalerFive alternatives
Cloudflare AI Gateway, Cloudflare One, Lakera Guard, Palo Alto Networks, ZscalerTwelve alternatives
Bifrost, Cisco, Cloudflare, HiddenLayer, Lakera Guard, Maxim AI, Microsoft Security, Palo Alto Networks, Protect AI, SentinelOne Singularity, Wiz, ZenityFour alternatives
Lakera Guard, NeuralTrust, SentinelOne Singularity, Witness.aiPerplexity SonarPalo Alto Networks Prisma AIRSWitnessAIChangedPalo Alto Networks Prisma AIRSUnderDefense AI SOCagainst: Cisco AI Defense, Palo Alto Networks Cortex XSIAM, Palo Alto Networks Prisma AIRSno first choiceagainst: BigID, Cisco AI Defense, HiddenLayer, Mindgard, Palo Alto Networks Prisma AIRS, Varonis, Wiz, Zscaler AI Guard
Six alternatives
Cisco AI Defense, Cyera, Defender, Lakera Guard, Microsoft Purview, NeuralTrustTwo alternatives
Check Point AI Security, Palo Alto Networks Prisma AIRSEight alternatives
Cisco AI Defense, CrowdStrike Falcon, Cyera, HiddenLayer, Lakera Guard, Microsoft Defender, Sentinel, and Entra Agent ID, Mindgard, VaronisOne alternative
Google Security OperationsGrok 4.20Palo Alto NetworksMicrosoft Defender for Cloud Apps, Microsoft PurviewChangedCheck Point AI SecurityUnderDefense AI SOCagainst: Darktrace, Dropzone AI, Microsoft Purview, Microsoft Security Copilot + Sentinel, Palo Alto Networks Cortex XSIAM, Stellar Cyber, TorqCheck Point AI Securityagainst: Amazon GuardDuty, Anthropic's Claude, Credal, Google Cloud Security AI tools, Google's Gemini, HiddenLayer, Microsoft 365 Copilot, OpenAI's ChatGPT
Five alternatives
Check Point AI Security, CrowdStrike Falcon, Darktrace, SentinelOne Singularity, WizFour alternatives
Collibra's AI Command Center, Google Cloud's Vertex AI with Security Command Center, HiddenLayer, Palo Alto Networks Prisma AIRSFour alternatives
CrowdStrike, Forcepoint Data Security Cloud, Protecto AI, WitnessAITwo alternatives
CrowdStrike, SentinelOne SingularityFour alternatives
CrowdStrike, Darktrace, Vectra AI, WizMistral SmallCheck Point AI Security, WitnessAICheck Point AI Security, SentinelOne SingularityChangedSentinelOne SingularityMicrosoft Security Copilotagainst: CrowdStrike, Palo Alto Networks Prisma AIRS, SentinelOne Singularityno first choiceagainst: Darktrace
Two alternatives
Checkmarx One Platform, NetwrixTwo alternatives
Aikido Security, WitnessAIFour alternatives
Bifrost, Check Point AI Security, CrowdStrike Falcon, HiddenLayerDeepSeek V4 FlashCheck Point AI Security, CrowdStrike, Forcepoint Data Security Cloud, Wald AINetskope One AI SecurityChangedPalo Alto Networks Prisma AIRSMicrosoft Purviewno first choiceagainst: Darktrace
Four alternatives
Bifrost, Google Cloud, Microsoft Security, Palo Alto NetworksTwo alternatives
WitnessAI, Zscaler AI SecuritySix alternatives
Cato SASE Cloud, Cisco AI Defense, HiddenLayer, Lakera Guard, Noma Security, ZenityThree alternatives
CrowdStrike Falcon, Nightfall AI, Pritect.aiLlama 4 MaverickSentinelOne Singularityno first choiceChangedno first choiceno first choiceagainst: Darktrace, Torqno first choicenothing named
Three alternatives
Check Point AI Security, CrowdStrike Falcon, Palo Alto NetworksQwen 3.7 FlashPalo Alto NetworksCheck Point AI SecurityChangedCrowdStrike, Palo Alto NetworksMicrosoft Defender XDR, Microsoft Sentinelagainst: Darktrace, Dropzone AI, Palo Alto Networks Cortex XSOAR, Prophet Security, Snyk, Wizno first choiceagainst: CrowdStrike
Five alternatives
CrowdStrike, Lakera Guard, Microsoft Sentinel, Okta, Robust IntelligenceOne alternative
CloudflareFive alternatives
Check Point AI Security, Cisco Secure, HiddenLayer, Lakera Guard, MindgardTwo alternatives
Qualys, Tenable Vulnerability ManagementKimi K2CrowdStrike FalconMicrosoft Copilot, Microsoft PurviewChangedCrowdStrike Falcon with Charlotte AI, SentinelOne Singularity with Purple AIMicrosoft Defender XDRagainst: CrowdStrike, Darktraceno first choiceagainst: CrowdStrike, Darktrace, SentinelOne Singularity
Four alternatives
Darktrace, Microsoft Defender for Endpoint, Microsoft Sentinel, SentinelOne SingularityThree alternatives
HiddenLayer, Wald AI, WitnessAIFive alternatives
Check Point AI Security, Darktrace, Defender, Microsoft Security Copilot, Palo Alto Networks Cortex CloudThree alternatives
Palo Alto Networks Cortex XSIAM, SentinelOne Singularity, UnderDefense AI SOCGLM 4.7 FlashXCredo AIFruggr, Mindgard, Olakai, RepacketChangedno first choiceMicrosoft Security Suiteno first choicenothing named
Five alternatives
Bifrost, Check Point AI Security, Collibra, Forcepoint AI Data Security, IBM watsonx.governanceTwo alternatives
AvePoint Trust Platform, Guardrails AISix alternatives
Check Point AI Security, CrowdStrike, F5, HiddenLayer, Palo Alto Networks, WizThree alternatives
AI Security Platform, Charlotte AI, CrowdStrike FalconMiniMax M2.5Check Point AI SecurityLakera GuardChangedno first choiceMicrosoft Defender XDR, Microsoft Sentinelagainst: Darktraceno first choiceagainst: LiteLLM, opencode
Three alternatives
Fortinet, WitnessAI, ZscalerThree alternatives
Fiddler AI, Microsoft Purview, VaronisGPT-6 LunaPalo Alto Networks Prisma AIRSNetskope One AI SecurityChangedCisco AI Defense, Palo Alto Networks Prisma AIRSMicrosoft Purviewno first choiceagainst: LiteLLM
Four alternatives
Check Point's AI security capabilities, including Lakera Guard, Entra, Microsoft Defender XDR, Microsoft PurviewTwo alternatives
Cisco Secure Access AI Access, Prisma AIRSFour alternatives
Google Cloud Model Armor, HiddenLayer, Microsoft Purview, ZenityOne alternative
Netskope One AI SecurityMuse Glimmer 30BPalo Alto Networks Prisma AIRSCheck Point AI Security, WitnessAIChangedPalo Alto Networks Prisma AIRSAI Security Platform – aisecurityplatform.ai Enterprise tier, Microsoft Security suitesno first choiceagainst: Warp
Two alternatives
Check Point AI Security, Wald AITwo alternatives
CrowdStrike Falcon Guardian, Microsoft 365 CopilotSix alternatives
BigID, Check Point AI Security, Cisco AI Defense, HiddenLayer, Lakera Guard, Nightfall AIOne alternative
UnderDefense AI SOCBold 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 16:31 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:24 | yes | 4 | 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 12:46 | yes | 14 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:07 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:19 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:08 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:15 | yes | 21 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:45 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:10 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:44 | yes | 15 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:08 | yes | 22 | 21 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:37 | yes | 9 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:04 | yes | 5 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:50 | yes | 13 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:55 | yes | 17 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:50 | yes | 3 | 4 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 16:23 | yes | 11 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:25 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:13 | yes | 5 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:40 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:18 | yes | 24 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:05 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:51 | yes | 5 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:59 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:31 | yes | 25 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:07 | no | 0 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:53 | yes | 2 | 23 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:19 | yes | 15 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:57 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:24 | yes | 7 | 11 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 09:22 | yes | 11 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:57 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:54 | yes | 13 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:57 | yes | 7 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:24 | yes | 22 | 59 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:48 | yes | 5 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:20 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:36 | yes | 23 | 75 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:15 | yes | 5 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:11 | yes | 6 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:50 | yes | 24 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:58 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:53 | yes | 3 | 5 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 18:27 | yes | 12 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:18 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:07 | yes | 12 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:48 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:35 | yes | 24 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:08 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:07 | yes | 23 | 149 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:05 | yes | 24 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 17 | 151 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:51 | yes | 5 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:35 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:22 | yes | 16 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:43 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:21 | yes | 0 | 6 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 17:14 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:09 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:18 | yes | 13 | 21 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:12 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:14 | yes | 20 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:47 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:13 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:46 | yes | 20 | 63 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:16 | yes | 15 | 42 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:45 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:04 | yes | 5 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:11 | yes | 15 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:37 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:19 | yes | 5 | 7 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 19:18 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:32 | yes | 10 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:33 | yes | 5 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:01 | yes | 25 | 63 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:02 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:43 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:25 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:08 | yes | 22 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:43 | yes | 15 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:25 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | yes | 23 | 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
Check Point read as Check Point AI Security
Check Point (Infinity AI Security / AI Network Firewall) read as Check Point AI Security
Check Point (ThreatCloud AI) read as Check Point AI Security
Check Point (with ThreatCloud AI) read as Check Point AI Security
Check Point Software read as Check Point AI Security
Check Point's AI Security Solutions read as Check Point AI Security
Forcepoint read as Forcepoint Data Security Cloud
Forcepoint (AI Data Security / Agentic AI solutions) read as Forcepoint Data Security Cloud
Lakera read as Lakera Guard
Lakera (Check Point Lakera Guard) read as Lakera Guard
Lakera (Lakera Guard) read as Lakera Guard
Microsoft read as Microsoft Security
Microsoft (Microsoft Defender for Cloud + Purview AI Hub) read as Microsoft Security
Microsoft (with Purview + Security Copilot) read as Microsoft Security
Microsoft Defender read as Microsoft Defender XDR
Microsoft Defender Suite read as Microsoft Defender XDR
Netskope read as Netskope One AI Security
Nightfall read as Nightfall AI
Palo Alto read as Palo Alto Networks
Palo Alto Prisma AIRS read as Palo Alto Networks Prisma AIRS
SentinelOne read as SentinelOne Singularity
SentinelOne (Purple AI) read as SentinelOne Singularity
SentinelOne (via Prompt Security) read as SentinelOne Singularity
SentinelOne (with Prompt Security) read as SentinelOne Singularity
SentinelOne Singularity Endpoint read as SentinelOne Singularity
UnderDefense read as UnderDefense AI SOC
UnderDefense Agentic AI SOC read as UnderDefense AI SOC
Unresolved, counted raw
AI Security Platform (aisecurityplatform.ai)
AI Security Platform – aisecurityplatform.ai Enterprise tier
Anthropic's Claude (basic)
AvePoint Trust Platform
Cato AI Security
Check Point's AI security capabilities, including Lakera Guard
Checkmarx One Platform
Cisco Secure Access AI Access
Cohere Enterprise Security
Collibra's AI Command Center
Credal
CrowdStrike Falcon with Charlotte AI
CrowdStrike — Falcon AI security capabilities
D3 Morpheus AI
F5 AI Security Platform
Fruggr
Google Cloud Security AI tools
Google Cloud's Vertex AI with Security Command Center
Google's Gemini (consumer)
Helixa
Lumia
Microsoft Defender, Sentinel, and Entra Agent ID
Microsoft Security Suite
Microsoft Security suites
Microsoft — Security Dashboard for AI + Defender + Purview + Entra
Netskope AI Security & CASB
Olakai
OpenAI's ChatGPT (standard version)
Orca Security's AI-SPM
Palo Alto AI Access Security
Pritect.ai
Proofpoint Flex
Protecto AI
SentinelOne Singularity Purple AI
SentinelOne Singularity with Purple AI
Stellar Cyber Open XDR Platform
Warp
Wiz — AI Application Protection Platform (AI-APP)
Zscaler AI Guard
Zscaler AI Security
Discontinued, still offered
No shut-down product was recommended here.