AI security platforms for small business buyers
Asked as “AI security platform”, and as “tool to secure LLM applications and employee AI use”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; 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
33%
Contested · Prompt Security 8%
33Microsoft Defender for Cloud08Prompt Security06CrowdStrike Falcon Go52others
33% 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
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.
For buyers
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
06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Defender for Cloud33%
Microsoft Defender for Cloud33%02Lakera Guard6%
Lakera Guard6%03CrowdStrike Falcon Go6%
CrowdStrike Falcon Go6%04UnderDefense AI SOC4%
UnderDefense AI SOC4%05SentinelOne Singularity2%
SentinelOne Singularity2%06Huntress0%
Huntress0%07Darktrace0%
Darktrace0%What they warned about
One of fourteen 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, 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.
Darktrace60%
6 of 10 labels negative · 5 of 14 models · 1 hard negative
“Avoid buying a sprawling enterprise platform (like full Darktrace or Palo Alto Cortex)” DeepSeek V4 Flash, comparative prompt
SentinelOne Singularity20%
4 of 20 labels negative · 4 of 14 models
“AI-driven security tools (like SentinelOne or CrowdStrike) are excellent, they should never be left entirely on autopilot in an SMB environment” Gemini 3.5 Flash, negative prompt
ChatGPT75%
3 of 4 labels negative · 3 of 14 models · 1 hard negative
“Platforms like ChatGPT, Google Gemini, and Microsoft Copilot send your prompts and data to third-party clouds... are best avoided” Mistral Small, negative prompt
Google Gemini
100%
3 of 3 labels negative · 3 of 14 models · 1 hard negative
“Platforms like ChatGPT, Google Gemini, and Microsoft Copilot send your prompts and data to third-party clouds... are best avoided” Mistral Small, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
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. 964 links across 311 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 · UnderDefense35 answers · 51 citations · 11 models
vendor site · Acronis28 answers · 40 citations · 10 models
27 answers · 27 citations · 10 models
vendor site · SourceForge24 answers · 30 citations · 11 models
20 answers · 21 citations · 8 models
19 answers · 27 citations · 8 models
vendor site · Rework18 answers · 19 citations · 9 models
vendor site · SentinelOne17 answers · 26 citations · 7 models
vendor site · Check Point17 answers · 19 citations · 9 models
vendor site · Venn14 answers · 18 citations · 10 models
14 answers · 15 citations · 8 models
13 answers · 13 citations · 6 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.
27 answers · 10 models
27 answers · 10 models
27 answers · 9 models
20 answers · 8 models
18 answers · 9 models
16 answers · 10 models
13 answers · 8 models
13 answers · 8 models
13 answers · 10 models
13 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 |
|---|---|---|---|---|---|---|---|
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 33% | 33% | 569 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 |
| Prompt Security prompt.security | 8% | 23 | 1,000 | 41 | 2,008 | ||
| Lakera Guard lakera.ai | 6% | 43 | 170 | 3 | 2,639 | ||
| CrowdStrike parent site CrowdStrike Falcon Go 6% | 6% | 65 | 74,000 | 5,130 | |||
| UnderDefense AI SOC underdefense.com | 4% | 21 | 0 | 11,823 | 10 | ||
| LLM Guard | 4% | ||||||
| Check Point parent site Check Point AI Security 4% | 4% | 13 | 14,800 | 4,487 | |||
| Cloudflare cloudflare.com | 4% | 430 | 550,000 | 10,897 | 4,995,413 | 111 | |
| Microsoft parent site Microsoft Purview 2%, Microsoft Defender for Cloud Apps 2% | 4% | 438 | 2,240,000 | 403,136 | |||
| SentinelOne sentinelone.com SentinelOne Singularity 2% | 2% | 534 | 33,100 | 1,675 | 446,702 company | $780 | 22 |
Google's top ten for the three searches hold 18 sites; 0 of them are among the sites the models cited here. 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 small B2B company?”Paraphrase“Which tool to secure LLM applications and employee AI use would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI security platforms for a small team and how do they differ?”Budget-constrained“What is the best AI security platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI security platform. What should we look at?”Negative“Which AI security platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldSnyk CodeWazuhno first choiceagainst: OpenAI
Five alternatives
Aikido Security, Dropzone AI, Helxon, Lakera Guard, SequirlyThree alternatives
Hunto AI, Huntress, Microsoft SecurityGPT-5.4 miniGuardzCloudflare, OpenAIChangedArcjet, Collie AIMicrosoft Defender for Cloudno first choicenothing named
Four alternatives
Panther, Secureframe, Torq, VantaOne alternative
ChatGPTThree alternatives
Google Cloud Model Armor, Microsoft Defender for Cloud, WizOne alternative
Bitdefender GravityZoneGemini 3.5 FlashNightfall AICloudflareChangedLakera GuardCrowdStrike Falcon Go, LLM GuardLayerX, Liminal, Prompt Securityagainst: ChatGPT, Claude, CrowdStrike, Google Gemini, Palo Alto Networks, SentinelOne Singularity, Vectra AI
Four alternatives
Darktrace, Lakera Guard, Prompt Security, SentinelOne with Purple AIOne alternative
Prompt SecurityFive alternatives
Garak, HiddenLayer, Prompt Security, Snyk AI Security Platform, Wiz AI-APP / Orca SecurityFour alternatives
LlamaFirewall, SentinelOne Singularity, Trylon Gateway, Vade SecureThree alternatives
Guardrails AI, Lakera Guard, MindgardPerplexity SonarMicrosoft Defender for Cloudagainst: Forcepoint Data Security CloudCheck Point AI SecurityChangedGuardia, OvalixCrowdStrike Falcon Go, Microsoft Defender for Cloudno first choicenothing named
Two alternatives
Acronis GenAI Protection, SentinelOne SingularityFour alternatives
Garak, LLM Guard, Netskope SkopeAI, PyRITFour alternatives
Forcepoint Data Security Cloud, SentinelOne Purple AI, Wiz AI-APP / AI-SPM, ZenityTwo alternatives
Bitdefender GravityZone, SophosGrok 4.1 FastMicrosoft Defender for Cloudagainst: CrowdStrike FalconStracChangedLakera Guard, Protect AIagainst: Palo Alto Prisma AIRS, WizMicrosoft Defender for Cloudagainst: CrowdStrike Falcon Go, SentinelOne Singularity, Sophosno first choiceagainst: Cato SASE Cloud, CrowdStrike Falcon, Darktrace, Orca Security, Palo Alto Networks, Vectra AI, Wiz
Three alternatives
Arctic Wolf, Huntress, SentinelOne SingularityThree alternatives
LLM Guard, Lakera Guard, Prompt SecurityThree alternatives
Adversa AI, CalypsoAI, HiddenLayerThree alternatives
Blumira, Huntress, WazuhMistral SmallMicrosoft Defender XDRPrompt SecurityChangedMalwarebytes for Business, Microsoft Defender for CloudMicrosoft Defender for Cloudno first choiceagainst: ChatGPT, Google Gemini, Microsoft Copilot
Three alternatives
Astra Security, Lakera Guard, UnderDefense AI SOCTwo alternatives
Garak, Palo Alto Prisma AIRSTwo alternatives
CrowdStrike Falcon Go, Sophos Intercept X for EndpointsOne alternative
CrowdStrike Falcon GoDeepSeek V4 FlashMicrosoft Defender for CloudPrompt SecurityChangedCrowdStrike Falcon Go, Microsoft Defender XDRagainst: Darktrace, Palo Alto CortexMicrosoft Defender for Cloudagainst: Arctic Wolf, Darktraceno first choiceagainst: Arctic Wolfagainst: Torq
Four alternatives
Arctic Wolf, CrowdStrike Falcon Go, Huntress Managed EDR, SentinelOne SingularityFour alternatives
Cloudflare Workers AI Gateway, Garak, Lakera Guard, ZscalerThree alternatives
Mindgard, SentinelOne Singularity, WizThree alternatives
CrowdStrike Falcon Go, Huntress, WazuhLlama 4 Maverickno first choiceLLM Guard, Lakera GuardChangedno first choiceUnderDefense AI SOCno first choiceagainst: ChatGPT, Copilot, Google Gemini
Two alternatives
Astra, WizQwen 3.7 FlashBitdefender GravityZoneLakera Guard, Microsoft PurviewChangedAmazon Bedrock GuardrailsMicrosoft Defender for Cloudagainst: CrowdStrike Falcon Gono first choicenothing named
Three alternatives
CrowdStrike Falcon, Microsoft Defender for Cloud, SentinelOne SingularityTwo alternatives
Guardrails AI, WebGuardFour alternatives
Clarifai, Guardrails AI, Lakera Guard, ProtectAIKimi K2Microsoft Defender for Cloudagainst: SentinelOne SingularityLakera GuardChangedHuntress Managed EDRCrowdStrike Falcon Go, Microsoft Defender for Cloudno first choicenothing named
Three alternatives
CrowdStrike Falcon Go, Huntress Managed EDR, UnderDefense MAXITwo alternatives
LLM Guard, WitnessAISix alternatives
Arctic Wolf, CrowdStrike Falcon Go, Cynet 360 AutoXDR, Malwarebytes for Business, Microsoft Defender for Cloud, ThreatDownFour alternatives
Bitdefender GravityZone, Huntress, Sophos, UnderDefense AI SOCGLM 4.7 FlashXSentinelOne SingularityBlue BorderChangedSentinelOne Singularityagainst: Darktrace, IBM QRadar with Watson, Palo Alto Networks Cortex XDR, Vectra AIMicrosoft Defender for Cloudno first choiceagainst: 01.AI, Flowise, Inflection AI, Langflow
Four alternatives
Arctic Wolf, CrowdStrike Falcon, Darktrace, Microsoft Security CopilotThree alternatives
Amazon Bedrock Guardrails, Azure OpenAI, WizSix alternatives
Abnormal AI, Arctic Wolf, Astra Security, CrowdStrike Falcon Go, Malwarebytes for Business, Microsoft Defender for CloudSix alternatives
AWS AI Governance Accelerator, Arthur AI, Malwarebytes for Business, Portkey, Respan, UnderDefense AI SOCMiniMax M2.5Microsoft Defender for CloudAcronis GenAI ProtectionChangedagainst: Palo Alto AI Access SecurityHuntress, SentinelOne Singularityagainst: DarktraceMicrosoft Defender for Cloudno first choicenothing named
Three alternatives
FortiEDR, SentinelOne Singularity, Vectra AI PlatformTwo alternatives
Lakera Guard, ZscalerThree alternatives
CrowdStrike Falcon, Microsoft Security Copilot, TrueFoundryTwo alternatives
CrowdStrike Falcon Go, Malwarebytes for BusinessGPT-6 LunaMicrosoft Defender for Cloud AppsCheck Point AI SecurityChangedPromptfooMicrosoft Defender for Cloudno first choiceagainst: Evolv
Two alternatives
Microsoft 365, Microsoft PurviewTwo alternatives
Defender, Microsoft PurviewThree alternatives
Azure AI Content Safety Prompt Shields, Check Point AI Guardrails, NVIDIA NeMo GuardrailsOne alternative
Huntress Managed EDRMuse Glimmer 30BUnderDefense AI SOCPrompt SecurityChangedHuntressagainst: Prophet SecurityMicrosoft Defender for Cloudno first choiceagainst: Darktrace, SentinelOne Singularity
Three alternatives
Acronis GenAI Protection, CrowdStrike Falcon Go, SentinelOne SingularityThree alternatives
Acronis GenAI Protection, Check Point AI Security, Lakera GuardTwo alternatives
CrowdStrike Falcon, Dropzone AIFour alternatives
Bitdefender GravityZone, CrowdStrike Falcon Go, SentinelSMB, SophosBold 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
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 | 2026-10-04 22:09 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:33 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:11 | yes | 15 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:00 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:09 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:44 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:53 | yes | 18 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:18 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:51 | yes | 10 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:21 | yes | 12 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:00 | yes | 13 | 21 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:32 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:41 | yes | 2 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:45 | yes | 21 | 41 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:24 | no | 0 | 4 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 00:20 | yes | 21 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:41 | yes | 18 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:57 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:57 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:46 | yes | 25 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:36 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:54 | yes | 14 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:03 | yes | 20 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:44 | yes | 16 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:31 | yes | 2 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:03 | yes | 19 | 48 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:21 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:23 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 22 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:39 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:26 | yes | 23 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:56 | yes | 11 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:19 | yes | 24 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:43 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:31 | yes | 18 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:07 | yes | 13 | 86 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:52 | yes | 11 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:47 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:20 | yes | 21 | 50 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:00 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:26 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:55 | yes | 10 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:54 | yes | 22 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:46 | yes | 20 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:20 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:43 | yes | 19 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:37 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:58 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:37 | yes | 10 | 12 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:52 | yes | 15 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:31 | yes | 5 | 9 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:28 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:37 | yes | 12 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:12 | no | 0 | 5 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 | 2026-10-05 01:14 | yes | 11 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:07 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:54 | yes | 20 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:43 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:24 | yes | 17 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:21 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:34 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:51 | yes | 10 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:55 | yes | 14 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:46 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:43 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:52 | yes | 11 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:24 | yes | 20 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:10 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:43 | yes | 20 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:16 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:37 | yes | 22 | 79 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:02 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:44 | yes | 10 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:19 | yes | 25 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:19 | yes | 22 | 64 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:30 | yes | 5 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:21 | yes | 2 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:07 | yes | 24 | 31 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
SentinelOne read as SentinelOne Singularity
SentinelOne (Singularity) read as SentinelOne Singularity
UnderDefense read as UnderDefense AI SOC
UnderDefense Agentic AI SOC read as UnderDefense AI SOC
Unresolved, counted raw
01.AI
AWS AI Governance Accelerator
Azure AI Content Safety Prompt Shields
Check Point AI Guardrails (formerly Lakera Guard)
Check Point's Lakera products
Clarifai
Cloudflare Workers AI Gateway
Collie AI
Evolv
Guardia
IBM QRadar with Watson
Inflection AI
Langflow
Liminal
LlamaFirewall (by Meta)
Netskope SkopeAI
Ovalix
Palo Alto AI Access Security
Prompt Shields
ProtectAI
SentinelOne with Purple AI
SentinelSMB
Sequirly
Snyk AI Security Platform (incorporating Invariant Labs)
Trylon Gateway
Vade Secure
Vectra AI Platform
WebGuard
Wiz AI-APP / AI-SPM
Wiz AI-APP / Orca Security
Discontinued, still offered
No shut-down product was recommended here.