Cloud-native application protection for small business buyers
Asked as “CNAPP”, and as “cloud-native application protection platform”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
46%
Clear leader
46Microsoft Defender for Cloud25Aikido Security08Wiz21others
46% of first choices, clear leader.
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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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 headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All six head-to-head pages: the top four products, each against each
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
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Microsoft Defender for Cloud46%
Microsoft Defender for Cloud46%02Aikido Security25%
Aikido Security25%03Wiz8%
Wiz8%04Falco2%
Falco2%05Orca Security2%
Orca Security2%06Sweet Security2%
Sweet Security2%07Prowler2%
Prowler2%08Sysdig Secure0%
Sysdig Secure0%09Prisma Cloud0%
Prisma Cloud0%What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash and Kimi K2 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.
Prisma Cloud76%
19 of 25 labels negative · 7 of 12 models · 11 hard negative
“This is the one most consistently flagged as a poor fit for small businesses... Be most cautious with Prisma Cloud (cost, complexity, opaque pricing)” DeepSeek V4 Flash, negative prompt
Wiz43%
21 of 49 labels negative · 6 of 12 models · 6 hard negative
“Avoid Wiz/Orca/Prisma unless you have specific compliance or multi-cloud-at-scale requirements that justify the enterprise price.” DeepSeek V4 Flash, direct prompt
Orca Security30%
15 of 50 labels negative · 4 of 12 models · 6 hard negative
“Avoid Wiz/Orca/Prisma unless you have specific compliance or multi-cloud-at-scale requirements” DeepSeek V4 Flash, direct prompt
CrowdStrike Falcon Cloud Security67%
6 of 9 labels negative · 4 of 12 models · 2 hard negative
“For a small business not already invested in that vendor's broader stack, this is usually a trap.” DeepSeek V4 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 912 links across 165 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · CyberPress51 answers · 71 citations · 11 models
39 answers · 42 citations · 11 models
vendor site · Aikido37 answers · 48 citations · 11 models
36 answers · 39 citations · 10 models
vendor site · SourceForge32 answers · 35 citations · 11 models
29 answers · 29 citations · 9 models
vendor site · Wiz24 answers · 30 citations · 7 models
vendor site · G221 answers · 38 citations · 8 models
21 answers · 26 citations · 8 models
21 answers · 22 citations · 9 models
vendor site · Aikido18 answers · 18 citations · 6 models
vendor site · Cloudaware16 answers · 16 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.
44 answers · 11 models
38 answers · 10 models
36 answers · 11 models
33 answers · 10 models
30 answers · 11 models
27 answers · 8 models
24 answers · 8 models
21 answers · 9 models
18 answers · 6 models
16 answers · 6 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 “best cnapp”, “cnapp”, “cnapps”. 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 46% | 46% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 1 |
| Aikido aikido.dev Aikido Security 25% | 25% | 326 | 2,400 | 51 | 6,442 company | $936 | 120 | |
| Wiz wiz.io | 8% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 2 |
| Snyk snyk.io | 4% | 150 | 12,100 | 581 | 61,651 | 60 | ||
| Falco falco.org | 2% | 119 | 27,100 | 4,242 | 383 | |||
| Orca Security orca.security | 2% | 379 | 1,900 | 103 | 125,483 | $441 | 27 | 8 |
| Sweet Security sweet.security | 2% | 4 | 720 | 30 | 817 | 1 | ||
| Prowler prowler.com | 2% | 86 | 40,500 | 6,189 | 671 | |||
| CloudMatos | 2% | |||||||
| Lightspin | 2% |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (wiz.io). The first result for “best cnapp” is gartner.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 CNAPP for a small B2B company?”Paraphrase“Which cloud-native application protection platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top CNAPPs for a small team and how do they differ?”Budget-constrained“What is the best CNAPP for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a CNAPP. What should we look at?”Negative“Which CNAPPs should a small business avoid or be cautious about?”
Claude Haiku 4.5CloudMatos, LightspinAqua Security, SnykChangedagainst: Prisma CloudWizFalco, Microsoft Defender for Cloud, Prowlerno first choicenothing named
Two alternatives
Microsoft Defender for Cloud, Zscaler Posture ControlThree alternatives
Microsoft Defender for Cloud, Sysdig Secure, Tenable Cloud SecurityFive alternatives
Orca Security, Rapid7 InsightCloudSec, Sweet Security, Sysdig Secure, WizGPT-5.4 miniOrca Security, WizMicrosoft Defender for CloudChangedWizTenable One Cloud Exposure / CNAPPno first choiceagainst: Aqua Security
One alternative
CrowdStrike Falcon Cloud SecurityTwo alternatives
Orca Security, UptycsFour alternatives
AWS Security Hub, Google Security Command Center, Microsoft Defender for Cloud, Prisma CloudTwo alternatives
CrowdStrike Falcon Cloud Security, WizGemini 3.5 FlashAikido SecurityAikido SecurityHeldAikido Securityagainst: WizAikido Securityagainst: Orca Security, Palo Alto Networks Cortex Cloud, WizAikido Security, Snykagainst: Orca Security, Prisma Cloud, Wizagainst: CrowdStrike Falcon Cloud Security, Orca Security, Palo Alto Networks Cortex Cloud, Prisma Cloud, Sysdig Secure, Wiz
Three alternatives
Microsoft Defender for Cloud, Orca Security, WizTwo alternatives
Orca Security, WizThree alternatives
Microsoft Defender for Cloud, Orca Security, ProwlerSix alternatives
Cyscale CNAPP, Deepfence ThreatMapper, Microsoft Defender for Cloud, Prowler, Trivy, vul.ninjaTwo alternatives
AWS Security Hub, Microsoft Defender for CloudPerplexity SonarAikido Securityagainst: WizAikido SecurityHeldagainst: Microsoft Defender for CloudWizAikido Securityagainst: Wizno first choicenothing named
Two alternatives
Microsoft Defender for Cloud, Orca SecurityOne alternative
Orca SecurityFive alternatives
Aikido Security, Aqua Security, Microsoft Defender for Cloud, Orca Security, Sysdig SecureFour alternatives
AWS GuardDuty/Security Hub, Google Security Command Center, Microsoft Defender for Cloud, Orca SecurityGrok 4.20Microsoft Defender for Cloudagainst: Orca Security, Sweet SecurityMicrosoft Defender for CloudHeldagainst: Aqua Security, Orca Security, Sysdig Secure, WizAikido Security, Microsoft Defender for Cloudagainst: CrowdStrike Falcon Cloud Security, Prisma CloudMicrosoft Defender for Cloudagainst: Orca Security, Prisma Cloud, WizWizagainst: Aqua Security, Orca Security, Prisma Cloud, Sysdig Secure, Wiz
Three alternatives
Aikido Security, Falco, TrivyOne alternative
Aikido SecurityThree alternatives
Orca Security, Sysdig Secure, WizSix alternatives
Aikido Security, Cloudanix, Falco, Fidelis Halo Cloud Secure, Prowler, TrivyFour alternatives
Microsoft Defender for Cloud, Orca Security, Prisma Cloud, SentinelOne SingularityMistral SmallMicrosoft Defender for Cloudno first choiceChangedAikido Security, Microsoft Defender for CloudMicrosoft Defender for Cloudno first choicenothing named
Two alternatives
Aikido Security, RunecastThree alternatives
Orca Security, Sweet Security, WizFour alternatives
Falco, Orca Security, Prowler, Sweet SecurityDeepSeek V4 FlashMicrosoft Defender for Cloudagainst: Orca Security, Prisma Cloud, WizAikido SecurityChangedagainst: Orca Security, WizAikido Security, Microsoft Defender for Cloudagainst: CrowdStrike Falcon Cloud Security, Orca Security, WizAikido Securityagainst: Orca Security, Prisma Cloud, WizMicrosoft Defender for Cloud, Sweet Securityagainst: CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloud, Rapid7 InsightCloudSec, Tenable Cloud Security, Wiz, Zscaler
Four alternatives
AWS Security Hub + GuardDuty, Falco, Prowler, Sysdig SecureOne alternative
Microsoft Defender for CloudTwo alternatives
Sweet Security, UpwindTwo alternatives
Cloudaware, Microsoft Defender for CloudTwo alternatives
Orca Security, WizLlama 4 MaverickMicrosoft Defender for CloudMicrosoft Defender for CloudHeldno first choiceMicrosoft Defender for Cloudno first choicenothing named
Three alternatives
Falco, Prowler, RunecastOne alternative
Sysdig SecureSix alternatives
Amazon GuardDuty, Falco, Google Security Command Center, Orca Security, Prowler, Sweet SecurityQwen 3.7 FlashAikido Securityagainst: Prisma CloudWizChangedWizagainst: Palo Alto Networks Cortex CloudMicrosoft Defender for Cloudagainst: Datadog Cloud Security, Prisma Cloudno first choiceagainst: Check Point CloudGuard, Cisco, IBM, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud
Three alternatives
Microsoft Defender for Cloud, Orca Security, WizThree alternatives
Microsoft Defender for Cloud, Orca Security, SnykThree alternatives
Microsoft Defender for Cloud, Orca Security, SnykFive alternatives
AWS Security Hub, Falco, Qualys, Snyk, WizKimi K2Microsoft Defender for CloudAikido SecurityChangedagainst: CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloud, WizAikido Security, Microsoft Defender for Cloudagainst: Aqua Security, Orca Security, Sysdig Secure, WizMicrosoft Defender for Cloudagainst: FortiCNAPP, Orca Security, Prisma Cloud, WizMicrosoft Defender for Cloudagainst: Prisma Cloudagainst: CrowdStrike Falcon Cloud Security, FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Wiz
Two alternatives
Aikido Security, Orca SecurityOne alternative
Microsoft Defender for CloudFour alternatives
Falco, Sweet Security, Trivy, UpwindThree alternatives
Falco, Prowler, TrivyTwo alternatives
Orca Security, WizGLM 4.7 FlashXMicrosoft Defender for Cloudagainst: Prisma Cloud, WizMicrosoft Defender for CloudHeldagainst: Prisma Cloud, WizAikido SecurityAikido Security, Microsoft Defender for Cloudno first choiceagainst: Prisma Cloudagainst: Cloudflare, FortiCNAPP, Prisma Cloud, Skyhigh Security, Wiz
Three alternatives
Aikido Security, Orca Security, Sweet SecurityOne alternative
Orca SecurityFive alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig Secure, Uptycs, WizTen alternatives
Checkov, Cloudanix, DefectDojo, Falco, Fidelis Halo Cloud Secure, KICS, Open Policy Agent, Tetragon, TigerGate, TrivyMiniMax M2.5Microsoft Defender for CloudMicrosoft Defender for CloudHeldMicrosoft Defender for CloudMicrosoft Defender for CloudWizagainst: Check Point CloudGuard, Microsoft Defender for Cloud
Four alternatives
FortiCNAPP, Prisma Cloud, Runecast, WizThree alternatives
CrowdStrike Falcon Cloud Security, FortiCNAPP, Orca SecurityThree alternatives
Aikido Security, Orca Security, Sweet SecurityFour alternatives
Falco, Orca Security, Prowler, Sweet SecurityThree alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudBold 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.
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 | 2026-09-17 09:41 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:11 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:51 | yes | 18 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 09:44 | yes | 20 | 6 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) | 2026-09-17 13:50 | yes | 31 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:51 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:49 | yes | 13 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:45 | yes | 5 | 5 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:45 | yes | 13 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:45 | yes | 8 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 14:00 | yes | 23 | 180 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:55 | yes | 10 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:41 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:55 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:30 | yes | 11 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 10:56 | yes | 20 | 7 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) | 2026-09-17 12:07 | yes | 35 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:18 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:40 | yes | 13 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:09 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:51 | yes | 22 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:37 | yes | 24 | 142 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:28 | yes | 13 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:37 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:49 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:29 | yes | 18 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 12:26 | yes | 20 | 7 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) | 2026-09-17 09:53 | yes | 17 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:10 | yes | 9 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:27 | yes | 26 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:35 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:26 | no | 0 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:47 | yes | 12 | 47 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:42 | yes | 15 | 132 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:54 | yes | 10 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:28 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:52 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:37 | yes | 21 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 10:53 | yes | 20 | 5 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) | 2026-09-17 09:45 | yes | 28 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:53 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:06 | yes | 16 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:54 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:27 | no | 0 | 48 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:37 | yes | 24 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:26 | yes | 18 | 82 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:34 | yes | 5 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:58 | yes | 9 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:46 | no | 0 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:12 | yes | 8 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 09:54 | yes | 20 | 8 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) | 2026-09-17 09:35 | yes | 18 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:30 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:36 | yes | 8 | 19 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:03 | no | 0 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:52 | yes | 14 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:35 | yes | 14 | 53 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:11 | yes | 5 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:09 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:49 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:05 | yes | 14 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 11:23 | yes | 20 | 20 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) | 2026-09-17 12:20 | yes | 22 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:55 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:02 | yes | 27 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:05 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:13 | yes | 10 | 75 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:01 | yes | 27 | 68 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:36 | yes | 33 | 108 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:10 | yes | 14 | 33 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
Aikido read as Aikido Security
Aqua read as Aqua Security
Check Point (CloudGuard) read as Check Point CloudGuard
CrowdStrike Falcon read as CrowdStrike Falcon Cloud Security
CrowdStrike Falcon Cloud read as CrowdStrike Falcon Cloud Security
Cyscale read as Cyscale CNAPP
Datadog read as Datadog Cloud Security
Lacework read as FortiCNAPP
Lacework / FortiCNAPP read as FortiCNAPP
Orca read as Orca Security
Palo Alto Networks (Prisma Cloud / Cortex Cloud) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Prisma Cloud) read as Palo Alto Networks Cortex Cloud
Rapid7 read as Rapid7 InsightCloudSec
Rapid7 (InsightCloudSec) read as Rapid7 InsightCloudSec
Sweet read as Sweet Security
Sysdig read as Sysdig Secure
Tenable read as Tenable Cloud Security
Unresolved, counted raw
CloudMatos
PureSecurity
Tenable One Cloud Exposure / CNAPP
vul.ninja
Discontinued, still offered
No shut-down product was recommended here.