Index › IT › Cloud and infrastructure › Container security › Small business · September 2026 Edition
Container and Kubernetes security for small business buyers
Asked as “container security platform”, and as “Kubernetes security tool”, on behalf of a small B2B company. 64 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
28%
Contested · Kubescape 23%
28Trivy23Kubescape22Falco27others
28% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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 twenty-eight head-to-head pages: the top eight products, each against each
Sysdig Secure vs KubescapeSysdig Secure vs WizSysdig Secure vs Snyk ContainerSysdig Secure vs SUSE NeuVectorAqua Security vs TrivyAqua Security vs FalcoAqua Security vs KubescapeAqua Security vs WizAqua Security vs Snyk ContainerAqua Security vs SUSE NeuVectorTrivy vs FalcoTrivy vs KubescapeTrivy vs WizTrivy vs Snyk ContainerTrivy vs SUSE NeuVectorFalco vs KubescapeFalco vs WizFalco vs Snyk ContainerFalco vs SUSE NeuVectorKubescape vs WizKubescape vs Snyk ContainerKubescape vs SUSE NeuVectorWiz vs Snyk ContainerWiz vs SUSE NeuVectorSnyk Container vs SUSE NeuVector
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
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Trivy28%
Trivy28%02Kubescape23%
Kubescape23%03Falco22%
Falco22%04Snyk Container14%
Snyk Container14%05SUSE NeuVector3%
SUSE NeuVector3%06Microsoft Defender for Containers3%
Microsoft Defender for Containers3%07Calico2%
Calico2%08Sysdig Secure2%
Sysdig Secure2%09Wiz0%
Wiz0%10Red Hat Advanced Cluster Security for Kubernetes0%
Red Hat Advanced Cluster Security for Kubernetes0%11Aqua Security0%
Aqua Security0%12Prisma Cloud0%
Prisma Cloud0%What they warned about
Zero of twelve 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 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.
Aqua Security52%
24 of 46 labels negative · 11 of 12 models · 7 hard negative
“Premium pricing that can feel "heavyweight"... likely unnecessary—and potentially a wasteful investment” MiniMax M2.5, negative prompt
Prisma Cloud72%
23 of 32 labels negative · 10 of 12 models · 8 hard negative
“While powerful, it is notoriously complex and expensive... for a small business, the sheer volume of alerts and console navigation can overwhelm a lean team.” Qwen 3.7 Flash, negative prompt
Sysdig Secure41%
20 of 49 labels negative · 8 of 12 models · 5 hard negative
“Per-node/workload pricing can surprise small teams as clusters grow; not ideal unless you're already deep into K8s at scale” Grok 4.20, negative prompt
Microsoft Defender for Containers43%
6 of 14 labels negative · 6 of 12 models · 5 hard negative
“platforms that small businesses should be cautious about or avoid include: 1. Microsoft Defender for Cloud - can be expensive for small to medium businesses.” Llama 4 Maverick, 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
63 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. 764 links across 150 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · CyberPress55 answers · 75 citations · 11 models
48 answers · 53 citations · 11 models
39 answers · 48 citations · 11 models
23 answers · 25 citations · 9 models
vendor site · Portainer22 answers · 23 citations · 8 models
vendor site · OX21 answers · 31 citations · 9 models
20 answers · 20 citations · 8 models
vendor site · G219 answers · 25 citations · 11 models
vendor site · SentinelOne18 answers · 21 citations · 9 models
vendor site · Checkmarx18 answers · 19 citations · 9 models
14 answers · 17 citations · 6 models
vendor site · Aikido14 answers · 14 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
47 answers · 11 models
38 answers · 11 models
26 answers · 11 models
21 answers · 9 models
20 answers · 8 models
18 answers · 8 models
17 answers · 11 models
17 answers · 9 models
14 answers · 9 models
14 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 container security platform”, “container security platform”, “container security platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Trivy trivy.dev | 28% | 248 | 5,400 | 182 | 3,093 | |||
| Kubescape kubescape.io | 23% | 55 | 260 | 1 | 150 | |||
| Falco falco.org | 22% | 119 | 27,100 | 4,242 | 383 | |||
| Snyk snyk.io Snyk Container 14% | 14% | 111 | 12,100 | 581 | 61,651 company | 60 | ||
| SUSE NeuVector suse.com | 3% | 16 | 20 | 0 | 59,615 | 103 | 9 | |
| Microsoft Defender parent site Microsoft Defender for Containers 3% | 3% | 43 | 18,100 | 3,525 | ||||
| Calico tigera.io | 2% | 35 | 135,000 | 20,802 | 21,429 | $8 | 12 | |
| Aikido aikido.dev Aikido Security 2% | 2% | 326 | 2,400 | 51 | 6,442 company | $936 | 120 | |
| Kube-bench kubernetes.ae | 2% | 14 | ||||||
| Sysdig Secure sysdig.com | 2% | 252 | 110 | 2 | 50,599 | $1,067 | 4 | 9 |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (checkmarx.com, ox.security, sentinelone.com). The first result for “best container security platform” is guptadeepak.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 container security platform for a small B2B company?”Paraphrase“Which Kubernetes security tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top container security platforms for a small team and how do they differ?”Budget-constrained“What is the best container security platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a container security platform. What should we look at?”Negative“Which container security platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Snyk ContainerFalco, KubescapeChangedFalco, TrivySUSE NeuVectorno first choiceagainst: Anchore, Aqua Security, Falco, Trivy
Six alternatives
Aqua Security, Calico, Falco, Kubescape, Portainer, TrivyOne alternative
TrivyThree alternatives
Aqua Security, Snyk Container, Sysdig SecureOne alternative
TrivyGPT-5.4 miniSysdig Secureagainst: Aqua SecurityTrivyChangedSysdig Secureagainst: Prisma CloudSnyk Containerno first choicenothing named
Two alternatives
Amazon ECR scanning, AnchoreTwo alternatives
Kube-bench, KyvernoThree alternatives
Aqua Security, Falco, LaceworkTwo alternatives
Sysdig Secure, WizGemini 3.5 FlashSnyk ContainerKubescapeChangedagainst: Cilium/Tetragon, Falco, Sysdig SecureTrivyagainst: Prisma Cloud, Sysdig Secure, WizFalco, Trivyagainst: CrowdStrike, Prisma Cloud, WizAikido Security, Snyk Containeragainst: Aqua Security, Prisma Cloud, Wizagainst: Aqua Security, Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Falco, Open Policy Agent, Prisma Cloud, Qualys, SUSE NeuVector, Sysdig Secure, Tenable, Wiz
Five alternatives
Aqua Security, Datadog Cloud Security Management, Orca Security, Trivy, WizTwo alternatives
Datadog Cloud Security Management, TrivyFour alternatives
Aikido Security, Docker Scout, Falco, Snyk ContainerFour alternatives
Grype, Kubescape, SUSE NeuVector, Snyk ContainerFive alternatives
Docker Scout, Falco, Kubescape, Sysdig Secure, TrivyPerplexity SonarMicrosoft Defender for Containers, Snyk ContainerKubescapeChangedTrivyagainst: Aqua SecurityTrivyagainst: SUSE NeuVector, Sysdig Secureno first choiceagainst: Aqua Security, Prisma Cloud, Red Hat Advanced Cluster Security for Kubernetes, Sysdig Secure, Wiz
Three alternatives
Aqua Security, Sysdig Secure, WizTwo alternatives
Falco, Sysdig SecureFour alternatives
Orca Security, Snyk Container, Sysdig Secure, WizFour alternatives
Falco, Kubescape, Microsoft Defender for Containers, Snyk ContainerGrok 4.20Trivyagainst: Aqua Security, Prisma CloudKubescapeChangedagainst: Prisma Cloud, Sysdig SecureFalco, Kubescape, Trivyagainst: Aqua Security, Prisma Cloud, Sysdig SecureTrivyagainst: Aqua Security, Prisma Cloud, Snyk Free Tier, Sysdig Secureno first choiceagainst: Prisma Cloudagainst: Aqua Security, Microsoft Defender for Containers, Prisma Cloud, Red Hat Advanced Cluster Security for Kubernetes, Sysdig Secure
Six alternatives
Calico, Falco, Kubescape, SUSE NeuVector, Snyk Container, Sysdig SecureTwo alternatives
Falco, TrivyOne alternative
Snyk ContainerTwo alternatives
Falco, KubescapeThree alternatives
Aqua Security, Snyk Container, Sysdig SecureMistral SmallMicrosoft Defender for ContainersKube-bench, TrivyChangedTrivyagainst: Aqua Security, Prisma CloudFalco, Trivyno first choiceagainst: Falco, SUSE NeuVector, Trivy
Five alternatives
Calico, Falco, Kubescape, SUSE NeuVector, TrivyTwo alternatives
Falco, StarboardSix alternatives
Aikido Security, Falco, Kubescape, Red Hat Advanced Cluster Security for Kubernetes, Snyk Container, Sysdig SecureThree alternatives
Kubescape, Microsoft Defender for Containers, Snyk ContainerDeepSeek V4 FlashTrivyagainst: Aqua Security, Sysdig Secure, WizFalco, KubescapeChangedTrivyagainst: Aqua Security, Prisma Cloud, Sysdig Secure, WizSUSE NeuVector, Trivyagainst: Aqua Security, Prisma Cloud, Sysdig SecureFalco, Kubescape, Trivyagainst: Wizagainst: Aqua Security, Microsoft Defender for Containers, Prisma Cloud, Snyk Container, Sysdig Secure
Five alternatives
Falco, Harbor, Kubescape, Snyk Container, TigerGateFour alternatives
Aqua Security, Fairwinds, Red Hat Advanced Cluster Security for Kubernetes, Sysdig SecureThree alternatives
Falco, Kubescape, Snyk ContainerFour alternatives
Calico, Falco, Kubescape, Snyk ContainerFive alternatives
Aqua Security, Harbor, Kyverno, Snyk Container, Sysdig SecureLlama 4 Maverickno first choiceFalco, KubescapeChangedno first choiceTrivyno first choiceagainst: Microsoft Defender for Containers
One alternative
Aikido SecurityThree alternatives
Calico, Falco, KubescapeQwen 3.7 FlashSnyk Containeragainst: Aqua Security, Sysdig SecureKubescapeChangedSnyk Containeragainst: Sysdig SecureSnyk Containeragainst: Aqua Security, Prisma CloudSnyk Containeragainst: Sysdig Secureagainst: Aqua Security, Prisma Cloud, Qualys, Sysdig Secure, Tenable
Five alternatives
AWS Security Hub, Google Securing Assets, Kubescape, Microsoft Defender for Containers, TrivyThree alternatives
Falco, Snyk Container, WizTwo alternatives
Trivy, WizTwo alternatives
Microsoft Defender for Containers, SUSE NeuVectorOne alternative
TrivyKimi K2Snyk Container, TrivyKubescapeChangedSnyk ContainerFalco, Kubescape, TrivyFalco, Trivyagainst: Aqua Securityagainst: Aqua Security, Microsoft Defender for Containers, Prisma Cloud, Red Hat Advanced Cluster Security for Kubernetes, Sysdig Secure
Six alternatives
Aqua Security, Calico, Falco, Kubescape, Red Hat Advanced Cluster Security for Kubernetes, Sysdig SecureThree alternatives
ARMO Platform, Falco, TrivySix alternatives
Aikido Security, Aqua Security, Docker Scout, Falco, Sysdig Secure, TrivyFive alternatives
Calico, Cilium, Harbor, SUSE NeuVector, Snyk ContainerFour alternatives
Aikido Security, Calico, Kubescape, Snyk ContainerGLM 4.7 FlashXCalico, Falco, Kubescape, Trivyagainst: Prisma CloudFalco, KubescapeChangedFalco, Trivyagainst: Aqua Security, Sysdig SecureFalco, Kubescape, Trivyagainst: Aqua Security, Prisma Cloudno first choiceagainst: Aqua Security, Microsoft Defender for Containers, Prisma Cloud, Rapid7 InsightVM, Tenable
Three alternatives
Aqua Security, Snyk Container, Sysdig SecureFour alternatives
Aqua Security, Prisma Cloud, Sysdig Secure, TrivySix alternatives
Calico, Cloudanix, Kubescape, OX Security, SentinelOne Singularity Cloud Security, Snyk ContainerThree alternatives
Calico, Snyk Container, Syft/GrypeMiniMax M2.5Falco, Kubescape, TrivyFalco, KubescapeChangedTrivyFalco, Trivyno first choiceagainst: Aqua Security, Microsoft Defender for Containers, Prisma Cloud, Sysdig Secure
Five alternatives
Aqua Security, Microsoft Defender for Containers, SUSE NeuVector, Snyk Container, Sysdig SecureFour alternatives
Falco, Kubescape, Snyk Container, WizTwo alternatives
SUSE NeuVector, Snyk ContainerBold 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 13:17 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:49 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:31 | yes | 8 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 10:05 | 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 11:29 | yes | 34 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:22 | yes | 10 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:48 | yes | 17 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:55 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:23 | no | 0 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:50 | yes | 8 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:06 | yes | 11 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:10 | yes | 6 | 42 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:09 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:41 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:49 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 12:12 | yes | 19 | 6 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 09:28 | yes | 18 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:17 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:00 | yes | 8 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:05 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:14 | yes | 5 | 57 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:32 | yes | 13 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:28 | yes | 12 | 208 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:04 | yes | 5 | 58 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:49 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:48 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:10 | yes | 19 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 13:45 | yes | 20 | 9 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 10:36 | yes | 33 | 21 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:23 | yes | 7 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:29 | yes | 15 | 18 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:44 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:20 | no | 0 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:01 | yes | 8 | 61 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:20 | yes | 13 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:02 | yes | 12 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:27 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:11 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:03 | yes | 8 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 13:43 | 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 10:03 | yes | 23 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:50 | yes | 7 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:33 | yes | 13 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:00 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:53 | yes | 5 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:09 | yes | 7 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:23 | yes | 11 | 82 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:29 | yes | 13 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:46 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:17 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:32 | yes | 6 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 10:56 | 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 10:47 | yes | 18 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:16 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:21 | yes | 14 | 19 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:08 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:05 | no | 0 | 42 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:01 | yes | 17 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:01 | yes | 13 | 84 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:54 | yes | 5 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 14:05 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:48 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:38 | yes | 23 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 12:43 | yes | 19 | 12 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 12:58 | yes | 23 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:25 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:40 | yes | 25 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:46 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:16 | yes | 5 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:47 | yes | 12 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:55 | yes | 17 | 91 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:57 | yes | 12 | 54 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
Amazon ECR scanning read as Amazon ECR scanning
Aqua read as Aqua Security
Microsoft Defender for Cloud read as Microsoft Defender for Containers
Orca read as Orca Security
Palo Alto Networks (Prisma Cloud) read as Prisma Cloud
Rapid7 read as Rapid7 InsightVM
Red Hat Advanced Cluster Security (ACS) read as Red Hat Advanced Cluster Security for Kubernetes
SentinelOne read as SentinelOne Singularity Cloud Security
Snyk read as Snyk Container
Snyk (Container) read as Snyk Container
Snyk (free tier) read as Snyk Container
Sysdig read as Sysdig Secure
Sysdig (Commercial Enterprise Suite) read as Sysdig Secure
Unresolved, counted raw
Checoscan
Google Securing Assets (GCP)
Starboard (by Aqua Security)
Discontinued, still offered
No shut-down product was recommended here.