AI security platforms
Asked as “AI security platform”, and as “tool to secure LLM applications and employee AI use”, on behalf of a mid-market B2B company. 53 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
11%
Contested · SentinelOne Singularity 11%
11Microsoft Defender for Cloud11SentinelOne Singularity04Bitdefender GravityZone74others
11% 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 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.
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
06Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01SentinelOne Singularity11%
SentinelOne Singularity11%02Wiz2%
Wiz2%03CrowdStrike2%
CrowdStrike2%04Lakera Guard0%
Lakera Guard0%05Palo Alto Networks0%
Palo Alto Networks0%06Darktrace0%
Darktrace0%What they warned about
Two of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, 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.
OpenAI100%
4 of 4 labels negative · 4 of 12 models · 1 hard negative
“OpenAI and Mixpanel faced a class-action lawsuit after a November 2025 data breach” DeepSeek V4 Flash, negative prompt
CrowdStrike Falcon43%
3 of 7 labels negative · 3 of 12 models
“Not all AI-powered cybersecurity tools (e.g., CrowdStrike Falcon, Darktrace, SentinelOne Singularity) are created equal.” Mistral Small, negative prompt
Google Cloud100%
3 of 3 labels negative · 3 of 12 models
“Major AI platforms like OpenAI, Google (DeepMind, Gemini), Anthropic, Meta, and Microsoft have experienced data leaks and security incidents” Mistral Small, negative prompt
Darktrace23%
3 of 13 labels negative · 2 of 12 models · 1 hard negative
“Darktrace has accumulated the most consistent negative feedback from practitioners” DeepSeek V4 Flash, negative 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
76 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. 1054 links across 345 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · UnderDefense25 answers · 32 citations · 11 models
vendor site · Check Point20 answers · 22 citations · 9 models
vendor site · Reco20 answers · 22 citations · 11 models
vendor site · Cyera19 answers · 29 citations · 9 models
vendor site · Venn18 answers · 19 citations · 10 models
vendor site · Witness.ai16 answers · 17 citations · 9 models
16 answers · 16 citations · 7 models
vendor site · SentinelOne15 answers · 25 citations · 7 models
12 answers · 14 citations · 8 models
vendor site · Acronis12 answers · 13 citations · 7 models
vendor site · Kovrr12 answers · 12 citations · 10 models
vendor site · Palo Alto Networks11 answers · 19 citations · 7 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.
19 answers · 10 models
18 answers · 10 models
16 answers · 9 models
15 answers · 7 models
13 answers · 10 models
12 answers · 7 models
12 answers · 10 models
11 answers · 7 models
11 answers · 6 models
11 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ai 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 |
|---|---|---|---|---|---|---|---|
| SentinelOne sentinelone.com SentinelOne Singularity 11% | 11% | 534 | 33,100 | 1,675 | 446,702 company | $780 | 22 |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 11% | 11% | 569 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 |
| Microsoft parent site Microsoft Purview 4%, Microsoft Sentinel 2%, Microsoft 365 2% | 8% | 438 | 2,240,000 | 403,136 | |||
| CrowdStrike parent site CrowdStrike Falcon Go 4%, CrowdStrike Falcon 4% | 8% | 234 | 74,000 | 5,130 | |||
| Harmonic Security harmonic.security | 4% | 11 | |||||
| Nudge Security nudgesecurity.com | 4% | 117 | 880 | 1 | 18,419 | 28 | |
| Check Point parent site Check Point AI Security 4% | 4% | 13 | 14,800 | 4,487 | |||
| Bitdefender bitdefender.com Bitdefender GravityZone 4% | 4% | 99 | 90,500 | 3,261 | 649,861 company | 93 | |
| Cloudflare parent site Cloudflare AI Gateway 4% | 4% | 77 | 550,000 | 10,897 | |||
| Sophos sophos.com | 4% | 31 | 18,100 | 2,046 | 186,716 | $1,427 | 65 |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (cyera.com, paloaltonetworks.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 a mid-market B2B company?”Paraphrase“Which tool to secure LLM applications and employee AI use would you recommend to a mid-sized B2B company?”Comparative“What are the top AI security platforms and how do they differ?”Budget-constrained“What is the best AI security platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AI security platform. What should we look at?”Negative“Which AI security platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldno first choiceNudge Securityno first choicenothing named
Two alternatives
NVIDIA AI Enterprise Security, TrueFoundryTwo alternatives
CrowdStrike Falcon, TrueFoundryGPT-5.4 miniProofpoint AI SecurityHarmonic SecurityChangedCrowdStrike — Falcon Cloud Security / AI Detection and Response, Palo Alto Networks Prisma AIRSMicrosoft Securityno first choicenothing named
Two alternatives
HiddenLayer, Palo Alto Networks AI Security / AI GatewayTwo alternatives
Varonis, WizOne alternative
Check Point AI SecurityOne alternative
SentinelOne SingularityGemini 3.5 FlashHarmonic Security, Radiant SecuritySentinelOne SingularityChangedno first choiceCloudflare AI Gatewayno first choicenothing named
Three alternatives
Nudge Security, Prompt Security, TorqTwo alternatives
CalypsoAI, Lasso SecuritySeven alternatives
Cisco AI Defense, Harmonic Security, Knostic, Lakera Guard, Prompt Security, Protect AI, ZenityTwo alternatives
LiteLLM, Vigil SOCPerplexity SonarSentinelOne Purple AICheck Point AI SecurityChangedPalo Alto Networks Prisma AIRSMicrosoft Defender for Cloudno first choiceagainst: Google Gemini, Meta AI, Microsoft Copilot, Moonshot AI's Kimi
Three alternatives
Acronis GenAI Protection, Forcepoint Data Security Cloud, WizTwo alternatives
Lakera Guard, Lasso SecuritySix alternatives
CrowdStrike Falcon Cloud Security, Darktrace, Forcepoint Data Security Cloud, Microsoft Sentinel, NeuralTrust, WizThree alternatives
Acronis GenAI Protection, SentinelOne Singularity, UnderDefense AI SOCGrok 4.1 FastCrowdStrike Falcon, SentinelOne Singularityagainst: SplunkSentinelOne's Prompt SecurityChangedProtect AIMicrosoft Defender for Cloudagainst: CrowdStrike Falconno first choiceagainst: CrowdStrike
Three alternatives
Microsoft Defender XDR, Prisma Cloud, WizThree alternatives
Aim Security, CalypsoAI, Reco AISix alternatives
CalypsoAI, Cyera, HiddenLayer, Lakera Guard, Robust Intelligence, WizOne alternative
WazuhMistral SmallMicrosoft Sentinel, SentinelOne SingularityAkto, Prompt SecurityChangedCrowdStrike Falcon AIDRCrowdStrike Falcon Go, Microsoft Defender for Cloudno first choiceagainst: Anthropic, CrowdStrike Falcon, Darktrace, Google Cloud, Meta, Microsoft, OpenAI, SentinelOne Singularity
One alternative
CyberhavenTwo alternatives
Palo Alto Prisma AIRS, RecoThree alternatives
Check Point AI Security Solutions, Microsoft Sentinel, SentinelOne Purple AIOne alternative
Malwarebytes for BusinessDeepSeek V4 FlashCrowdStrike FalconWakefield / WitnessAI, WalledAIChangedPalo Alto Networks Prisma AIRSMicrosoft Defender for Cloudagainst: CrowdStrike Falcon, Darktrace, SentinelOne Singularityno first choiceagainst: Darktrace, Mixpanel, OpenAI
Two alternatives
SentinelOne Singularity, Sophos Intercept XSix alternatives
Adaptive Security AI Governance, CrowdStrike Falcon AIDR, Kong AI Gateway, Lakera Guard, Portkey, Zscaler AI ProtectionSix alternatives
Check Point AI Security, Cyera, HiddenLayer, Microsoft Purview, Nudge Security, Wiz AI Security Posture ManagementThree alternatives
Cynet 360 AutoXDR, Microsoft 365, Sophos EndpointLlama 4 Maverickno first choiceno first choiceHeldno first choiceD3 Morpheusno first choiceagainst: Anthropic Claude Enterprise, ChatGPT, Claude, Google Gemini, Meta AI, OpenAI Enterprise ChatGPT
Three alternatives
Microsoft Sentinel, Splunk, Stellar CyberQwen 3.7 FlashCrowdStrike, Hidden LayerCloudflare AI GatewayChangedAmazon Bedrock Guardrails, Guardrailsagainst: Microsoft SentinelBitdefender GravityZone, Huntress, Sophosno first choicenothing named
Five alternatives
Cyberint, Lakera Guard, OneTrust, Varonis, WizSix alternatives
Google Chronicle, Microsoft Purview, Neuroglia, Portkey, Prompfoo, VerdaasTwo alternatives
Cloudflare, Hugging FaceThree alternatives
Blumira, Malwarebytes for Business, UnderDefense AI SOCFive alternatives
Cloudeagle, CrowdStrike, Dropzone AI, Microsoft Sentinel, Prophet SecurityKimi K2Microsoft Defender for Endpoint, SentinelOne SingularityNudge SecurityChangedagainst: CalypsoAI, HiddenLayer, Lakera Guard, Prompt SecurityZenityagainst: AporiaMicrosoft Defender for Cloudno first choiceagainst: Minimus
Three alternatives
CrowdStrike Falcon, Darktrace, Nightfall AITwo alternatives
Harmonic Security, Microsoft Purview with Copilot controlsNine alternatives
Credo AI, Harmonic Security, HiddenLayer, IBM watsonx.governance, Lakera Guard, Lasso Security, Pillar Security, Protect AI, RecoTwo alternatives
Bitdefender GravityZone, Huntress Managed EDRGLM 4.7 FlashXMicrosoft Purview, Security CopilotCloudeagle, WizChangedWiz AI-SPMMicrosoft Defender for Cloudno first choiceagainst: ClawdBot, Flowise, OpenAI Codex, xAI Grok Build CLI
Three alternatives
7AI, UnderDefense AI SOC, Wiz AI-SPMTwo alternatives
LangProtect, LiteLLMThirteen alternatives
Aim Security, Checkmarx, Confident AI, CrowdStrike Falcon AIDR, Cyberhaven, Darktrace, HiddenLayer, Lakera Guard, Mindgard, Noma Security, Protect AI, Reco, Vectra AIEight alternatives
CrowdStrike Falcon Go, Elastic Security, Huntress, Malwarebytes for Business, Microsoft Defender for Office 365, Microsoft Entra ID Conditional Access, UnderDefense AI SOC, WazuhMiniMax M2.5Microsoft Defender XDR, SentinelOne SingularitySentinelOne AI Security PlatformChangedno first choiceBitdefender GravityZone, Sophosno first choiceagainst: Google Cloud, Meta, OpenAI
One alternative
Vectra AI PlatformThree alternatives
Lakera Guard, Microsoft Purview, VaronisTwo alternatives
SentinelOne Singularity, 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. 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 01:24 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:57 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:41 | yes | 21 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:59 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:37 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:12 | yes | 10 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:47 | yes | 22 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:08 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:40 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:52 | yes | 16 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:52 | yes | 20 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:37 | yes | 9 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:30 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:54 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:17 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:21 | yes | 19 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:58 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:53 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:51 | yes | 25 | 52 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:14 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:23 | yes | 25 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:28 | yes | 20 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:07 | yes | 5 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:15 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:21 | yes | 7 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:29 | yes | 29 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:18 | yes | 16 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:35 | yes | 20 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:18 | yes | 23 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:57 | yes | 22 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:43 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:40 | yes | 5 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:47 | yes | 24 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 19 | 70 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:17 | yes | 19 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:26 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:43 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:40 | yes | 20 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:00 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:44 | yes | 25 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:32 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:41 | yes | 23 | 63 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:48 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:16 | yes | 8 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:47 | yes | 14 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:16 | yes | 18 | 68 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:10 | yes | 5 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:32 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:26 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:56 | yes | 13 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:23 | yes | 18 | 23 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:58 | yes | 18 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:23 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:11 | yes | 25 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:19 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:22 | yes | 14 | 18 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:42 | yes | 15 | 128 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:18 | yes | 8 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:18 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:41 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:39 | yes | 24 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:38 | yes | 24 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:07 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:36 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:10 | yes | 25 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:38 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:43 | yes | 5 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:32 | yes | 25 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:20 | yes | 24 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:17 | yes | 5 | 14 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
AWS Bedrock Guardrails read as Amazon Bedrock Guardrails
Bitdefender read as Bitdefender GravityZone
Forcepoint read as Forcepoint Data Security Cloud
Lakera read as Lakera Guard
Lakera (Lakera Guard / Check Point AI Guardrails) read as Lakera Guard
Lakera (acquired by Check Point, ~$300M) read as Lakera Guard
Microsoft Defender read as Microsoft Defender XDR
Microsoft Purview DLP read as Microsoft Purview
Nightfall read as Nightfall AI
Palo Alto read as Palo Alto Networks
SentinelOne read as SentinelOne Singularity
SentinelOne (via Prompt Security) read as SentinelOne Singularity
UnderDefense read as UnderDefense AI SOC
UnderDefense Agentic AI SOC read as UnderDefense AI SOC
Unresolved, counted raw
Adaptive Security AI Governance
Anthropic's safety features
Calypso AI
Check Point AI Security Solutions
Check Point Software
Checkmarx Mend AI Native AppSec
ClawdBot
CrowdStrike Falcon Platform with Charlotte AI
CrowdStrike — Falcon Cloud Security / AI Detection and Response
DeepKeep
DeepSeek R1 / V3
DeepTeam
F5 AI Guardrails + AI Red Team
Google Cloud Vertex AI Guardrails
Google Jules
Hidden Layer
Knostic
Liminal.ai
Llama Guard
Microsoft Azure AI Content Safety
Microsoft Azure OpenAI
Microsoft Purview with Copilot controls
Microsoft Security Ecosystem
Minimus
NVIDIA AI Enterprise Security
NVIDIA Garak
NVIDIA Open Agent Safety Platform
NeMo Guardrails
Neuraledge Technologies
Neuroglia
OpenAI Enterprise ChatGPT
Oryx
Palo Alto Networks AI Access Security
Palo Alto Networks AI Security / AI Gateway
Pi
Prompfoo
Proofpoint AI Security
Semgrep Guardian
SentinelOne AI Security Platform
Splunk Security Cloud
Vectra AI Platform
Verdaas
Vibe
Vigil SOC
Wakefield / WitnessAI
WalledAI
Zscaler AI Protection
xAI Grok Build CLI
Discontinued, still offered
No shut-down product was recommended here.