Cloud-native application protection
Asked as “CNAPP”, and as “cloud-native application protection platform”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
36%
Contested · Orca Security 23%
36Wiz23Orca Security17Microsoft Defender for Cloud25others
36% of first choices, contested.
Since October 2026▼−1Since October 2026: 37% → 36%, −1 point. Inside the 11-point floor: within noise.Wiz held the lead, −1 point on 37%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Microsoft Defender for Cloud30%Contested↗new leaderNew leader since October 2026: Microsoft Defender for Cloud (30%) replaces Aikido Security (29% then, 25% now), 5 points clear, inside the 11-point floor.Standing →Mid-market
Wiz36%Contested▼−1Since October 2026: 37% → 36%, −1 point. Inside the 11-point floor: within noise.This pageEnterpriseWiz51%Clear leader▲+3Since October 2026: 48% → 51%, +3 points. Inside the 11-point floor: within noise.Standing →
Microsoft Defender for Cloud30%Contested↗new leaderNew leader since October 2026: Microsoft Defender for Cloud (30%) replaces Aikido Security (29% then, 25% now), 5 points clear, inside the 11-point floor.Standing →Mid-marketWiz36%Contested▼−1Since October 2026: 37% → 36%, −1 point. Inside the 11-point floor: within noise.This pageEnterpriseWiz51%Clear leader▲+3Since October 2026: 48% → 51%, +3 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Wiz36%24%62endorsed leader▼−1Since October 2026: 37% → 36%, −1 point. Inside the 11-point floor: within noise.37% → 36%
Wiz36%24%62endorsed leader▼−1Since October 2026: 37% → 36%, −1 point. Inside the 11-point floor: within noise.37% → 36%02
Orca Security23%10%58accepted challenger▲+4Since October 2026: 19% → 23%, +4 points. Inside the 11-point floor: within noise.19% → 23%
Orca Security23%10%58accepted challenger▲+4Since October 2026: 19% → 23%, +4 points. Inside the 11-point floor: within noise.19% → 23%03Microsoft Defender for Cloud17%7%59accepted challenger▼−4Since October 2026: 21% → 17%, −4 points. Inside the 11-point floor: within noise.21% → 17%
Microsoft Defender for Cloud17%7%59accepted challenger▼−4Since October 2026: 21% → 17%, −4 points. Inside the 11-point floor: within noise.21% → 17%04
Aikido Security9%0%13accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 11-point floor: within noise.6% → 9%
Aikido Security9%0%13accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 11-point floor: within noise.6% → 9%05
Palo Alto Networks Cortex Cloud2%27%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Palo Alto Networks Cortex Cloud2%27%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06FortiCNAPP2%45%22criticized challenger▲+1Since October 2026: 1% → 2%, +1 point. Inside the 11-point floor: within noise.1% → 2%
07
Prisma Cloud2%56%32criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Prisma Cloud2%56%32criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
10
Aqua Security0%23%30accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Aqua Security0%23%30accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%09
CrowdStrike Falcon Cloud Security0%16%31accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CrowdStrike Falcon Cloud Security0%16%31accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
SentinelOne Singularity Cloud Security0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SentinelOne Singularity Cloud Security0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Tenable Cloud Security0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Tenable Cloud Security0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Sysdig Secure0%6%31accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sysdig Secure0%6%31accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-one head-to-head pages: the top seven products, each against each
Wiz vs Palo Alto Networks Cortex CloudWiz vs FortiCNAPPWiz vs Prisma CloudOrca Security vs Microsoft Defender for CloudOrca Security vs Aikido SecurityOrca Security vs Palo Alto Networks Cortex CloudOrca Security vs FortiCNAPPOrca Security vs Prisma CloudMicrosoft Defender for Cloud vs Aikido SecurityMicrosoft Defender for Cloud vs Palo Alto Networks Cortex CloudMicrosoft Defender for Cloud vs FortiCNAPPMicrosoft Defender for Cloud vs Prisma CloudAikido Security vs Palo Alto Networks Cortex CloudAikido Security vs FortiCNAPPAikido Security vs Prisma CloudPalo Alto Networks Cortex Cloud vs FortiCNAPPPalo Alto Networks Cortex Cloud vs Prisma CloudFortiCNAPP vs Prisma Cloud
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 →
0102030405F06
070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Wiz36%
Wiz36%02Orca Security23%
Orca Security23%03Microsoft Defender for Cloud17%
Microsoft Defender for Cloud17%04Aikido Security9%
Aikido Security9%05Palo Alto Networks Cortex Cloud2%
Palo Alto Networks Cortex Cloud2%06FortiCNAPP2%
07Prisma Cloud2%
Prisma Cloud2%08Sysdig Secure0%
Sysdig Secure0%09CrowdStrike Falcon Cloud Security0%
CrowdStrike Falcon Cloud Security0%10Aqua Security0%
Aqua Security0%11SentinelOne Singularity Cloud Security0%
SentinelOne Singularity Cloud Security0%12Tenable Cloud Security0%
Tenable Cloud Security0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX 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.
Prisma Cloud56%
18 of 32 labels negative · 9 of 14 models · 5 hard negative
“Avoid tools that require manual agent installation for basic visibility (like legacy enterprise platforms, e.g., Palo Alto Prisma Cloud)” Gemini 3.5 Flash, paraphrase prompt
Wiz24%
15 of 62 labels negative · 9 of 14 models · 5 hard negative
“What to Avoid on a Budget - Wiz — Industry leader but pricing is typically enterprise-scale and can get expensive” DeepSeek V4 Flash, budget prompt
FortiCNAPP
45%
10 of 22 labels negative · 7 of 14 models · 5 hard negative
“Avoid getting locked into any vendor with recent acquisition turbulence... Lacework/FortiCNAPP being the most prominent cautionary example” DeepSeek V4 Flash, negative prompt
Orca Security10%
6 of 58 labels negative · 6 of 14 models · 2 hard negative
“Avoid enterprise-only CNAPPs (e.g., Wiz, Prisma Cloud, Orca)” GLM 4.7 FlashX, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 847 links across 194 sites, every framing counted. Ranked by the number of answers carrying the site or page. 53 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
32 answers · 33 citations · 10 models
vendor site · G222 answers · 32 citations · 9 models
vendor site · Uptycs21 answers · 25 citations · 8 models
21 answers · 21 citations · 8 models
20 answers · 23 citations · 9 models
20 answers · 20 citations · 9 models
19 answers · 19 citations · 10 models
17 answers · 19 citations · 7 models
vendor site · Wiz14 answers · 17 citations · 8 models
14 answers · 15 citations · 6 models
vendor site · Microsoft13 answers · 22 citations · 6 models
publisher (Gane)13 answers · 16 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
30 answers · 10 models
20 answers · 9 models
19 answers · 10 models
19 answers · 8 models
17 answers · 7 models
16 answers · 8 models
15 answers · 8 models
13 answers · 8 models
13 answers · 6 models
12 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Wiz wiz.io | 36% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 2 |
| Orca Security orca.security | 23% | 379 | 1,900 | 103 | 125,483 | $441 | 27 | 8 |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 17% | 17% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 1 |
| Aikido aikido.dev Aikido Security 9% | 9% | 326 | 2,400 | 51 | 6,442 company | $936 | 120 | |
| Palo Alto Networks parent site Palo Alto Networks Cortex Cloud 2% | 2% | 273 | 40,500 | 1,088 | ||||
| Prowler prowler.com | 2% | 86 | 40,500 | 6,189 | 671 | |||
| TigerGate tigergate.dev | 2% | 22 | ||||||
| SecPod Saner Cloud secpod.com | 2% | 17 | ||||||
| Aquasecurity Aqua Cloud Security Platform | 2% | |||||||
| Check Point Halo Cloud Secure | 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 mid-market B2B company?”Paraphrase“Which cloud-native application protection platform would you recommend to a mid-sized B2B company?”Comparative“What are the top CNAPPs and how do they differ?”Budget-constrained“What is the best CNAPP for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a CNAPP. What should we look at?”Negative“Which CNAPPs should I avoid or be cautious about?”
Claude Haiku 4.5Orca Securityagainst: WizOrca SecurityHeldagainst: WizWizMicrosoft Defender for Cloudno first choiceagainst: Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Sysdig Secure, Trend Micro Cloud One
Three alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Sysdig SecureFour alternatives
Aikido Security, Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudSix alternatives
Aqua Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, SentinelOne Singularity Cloud Security, Sysdig SecureThree alternatives
Aikido Security, Orca Security, TigerGateGPT-5.4 miniWizWizHeldno first choiceMicrosoft Defender for Cloudagainst: FortiCNAPP, Wizno first choicenothing named
Two alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudOne alternative
Microsoft Defender for CloudGemini 3.5 FlashOrca Security, WizWizChangedagainst: Prisma CloudOrca Security, WizMicrosoft Defender for Cloudagainst: Orca Security, Prisma Cloud, Wizno first choiceagainst: FortiCNAPP, Palo Alto Networks Cortex Cloud, SentinelOne Singularity Cloud Security
Four alternatives
CrowdStrike Falcon Cloud Security, Datadog Cloud Security, Sysdig Secure, UpwindThree alternatives
CrowdStrike Falcon Cloud Security, Orca Security, Sysdig SecureFive alternatives
Aqua Security, CrowdStrike, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Sysdig SecureEleven alternatives
AWS Security Hub, AccuKnox, Amazon GuardDuty, Amazon Inspector, Aqua Security, Checkov, Datadog Cloud Security, Falco, Kubescape, Prowler, TrivyPerplexity SonarWizagainst: Palo Alto Networks Cortex Cloud, Prisma CloudAikido SecurityChangedagainst: Aqua Security, Prisma CloudOrca Security, WizMicrosoft Defender for Cloudagainst: Orca Security, Wizno first choiceagainst: Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Wiz
Four alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Sysdig SecureFour alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig Secure, WizSeven alternatives
Aqua Security, Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Sysdig Secure, Tenable Cloud SecurityFour alternatives
Aikido Security, Falco, Prowler, TrivyGrok 4.20Wizagainst: Aqua Security, Prisma Cloud, SentinelOne Singularity Cloud SecurityWizHeldagainst: Prisma CloudWizAikido Securityagainst: FortiCNAPP, Orca Security, Prisma Cloud, WizOrca Security, Wizagainst: Check Point CloudGuard, CloudDefense.AI, FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud
Three alternatives
FortiCNAPP, Orca Security, Sysdig SecureTwo alternatives
Microsoft Defender for Cloud, Orca SecuritySeven alternatives
Aqua Security, CrowdStrike, FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureSix alternatives
AccuKnox, Cloudanix, Cyscale CNAPP, Microsoft Defender for Cloud, SecPod Saner Cloud, TrivyThree alternatives
Microsoft Defender for Cloud, Prisma Cloud, Sysdig SecureMistral SmallWizAquasecurity Aqua Cloud Security Platform, Prisma CloudChangedPalo Alto Networks Cortex CloudFortiCNAPP, SecPod Saner Cloudno first choiceagainst: Microsoft Defender for Cloud, Prisma Cloud
Three alternatives
Orca Security, Sysdig Secure, TigerGateThree alternatives
Cyscale CNAPP, Datadog CNAPP, Microsoft Defender for CloudTwo alternatives
CrowdStrike, WizTwo alternatives
Aikido Security, Microsoft Defender for CloudDeepSeek V4 FlashWizagainst: Prisma CloudOrca SecurityChangedagainst: Prisma CloudWizAikido Securityagainst: CrowdStrike Falcon Cloud Security, Data Theorem, Prisma Cloud, WizOrca Securityagainst: Palo Alto Networks Cortex Cloud, Tenable Cloud Securityagainst: FortiCNAPP, Prisma Cloud, Wiz
One alternative
Orca SecurityThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, WizFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureFour alternatives
Cyscale CNAPP, Microsoft Defender for Cloud, SentinelOne Singularity Cloud Security, TigerGateTwo alternatives
CrowdStrike Falcon Cloud Security, WizLlama 4 MaverickOrca SecurityWizChangedno first choiceTigerGateno first choiceagainst: Prisma Cloud
Two alternatives
Microsoft Defender for Cloud, WizTwo alternatives
Microsoft Defender for Cloud, Orca SecurityThree alternatives
Aqua Security, Microsoft Defender for Cloud, SecPod Saner CloudQwen 3.7 FlashOrca Security, Palo Alto Networks Cortex Cloudagainst: WizWizChangedPalo Alto Networks Cortex CloudCheck Point Halo Cloud Secureno first choiceagainst: AWS, Aqua Security, Azure, CrowdStrike Falcon Cloud Security, GCP, Orca Security, Palo Alto Networks Cortex Cloud, Trend Micro Cloud One, Wiz
Two alternatives
Sysdig Secure, Tenable Cloud SecurityThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudFive alternatives
Aqua Security, CrowdStrike, Microsoft Defender for Cloud, Orca Security, WizThree alternatives
FortiCNAPP, Orca Security, WizKimi K2Orca SecurityOrca SecurityHeldagainst: WizWizagainst: FortiCNAPPAikido Security, Microsoft Defender for Cloudagainst: Aqua Security, CrowdStrike, FortiCNAPP, Prisma Cloud, Wizno first choiceagainst: CrowdStrike Falcon Cloud Security, FortiCNAPP
Two alternatives
CrowdStrike Falcon Cloud Security, WizTwo alternatives
Aqua Security, Microsoft Defender for CloudFive alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma CloudSix alternatives
Checkov, Deepfence ThreatMapper, Orca Security, Prowler, Scout Suite, TrivyGLM 4.7 FlashXWizagainst: Prisma CloudOrca SecurityChangedPalo Alto Networks – Prisma Cloud, WizMicrosoft Defender for Cloudagainst: Orca Security, Prisma Cloud, Wizno first choiceagainst: Aqua Security, Cisco Cloud Security / Panoptica, Wiz
Four alternatives
Microsoft Defender for Cloud, Orca Security, Tenable Cloud Security, Tenable OneThree alternatives
CrowdStrike Falcon Cloud Security, Cyscale CNAPP, UptycsSix alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, SentinelOne Singularity Cloud Security, Sysdig SecureTwo alternatives
Aikido Security, Aqua SecurityMiniMax M2.5WizWizHeldWizAikido Security, Microsoft Defender for Cloudno first choicenothing named
Four alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma CloudFour alternatives
CrowdStrike Falcon Cloud Security, Cyscale CNAPP, Microsoft Defender for Cloud, Orca SecurityThree alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudOne alternative
Orca SecurityGPT-6 LunaWizWizHeldOrca Security, WizMicrosoft Defender for Cloudagainst: AWS Security Hubno first choiceagainst: FortiCNAPP, Sysdig Secure
Two alternatives
Microsoft Defender for Cloud, Orca SecurityTwo alternatives
Microsoft Defender for Cloud, Orca SecuritySix alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Qualys, Sysdig SecureThree alternatives
Aikido Security, Kubescape, ProwlerMuse Glimmer 30BOrca Security, Wizagainst: Prisma CloudWizChangedWizMicrosoft Defender for Cloud, Prowlerno first choiceagainst: CloudDefense.AI, FortiCNAPP, Lacework FortiCNAPP, Orca Security
Three alternatives
Microsoft Defender for Cloud, SentinelOne Singularity Cloud Security, Sysdig SecureThree alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudFour alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex CloudFive alternatives
Aikido Security, Checkov, Cloud Custodian, Kubescape, TigerGateBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:06 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:39 | yes | 7 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:38 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:50 | yes | 12 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:55 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:00 | yes | 21 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:06 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:18 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:29 | yes | 14 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:41 | yes | 18 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:47 | yes | 10 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:06 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:55 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:41 | yes | 15 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:25 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:03 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:53 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:22 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:57 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:02 | yes | 22 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:03 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:33 | yes | 5 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:50 | yes | 25 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:43 | yes | 19 | 97 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:28 | yes | 13 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:16 | yes | 5 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:01 | yes | 10 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:04 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 11 | 16 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:47 | no | 0 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:36 | yes | 8 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:37 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:42 | yes | 22 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:32 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:43 | yes | 15 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:26 | yes | 14 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:43 | yes | 15 | 104 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:33 | yes | 10 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:50 | yes | 9 | 36 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:13 | yes | 15 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:08 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:26 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:48 | yes | 10 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:44 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:39 | yes | 10 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:31 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:04 | yes | 24 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:44 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:41 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:27 | yes | 25 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:22 | yes | 21 | 52 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:58 | yes | 18 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:23 | yes | 5 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:04 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:16 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:43 | yes | 4 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:37 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:19 | yes | 10 | 14 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:09 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:20 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:34 | yes | 23 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:21 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:05 | yes | 10 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:39 | yes | 14 | 71 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:19 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:57 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:59 | yes | 12 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:11 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:52 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:37 | yes | 10 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:28 | yes | 12 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:09 | yes | 22 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:49 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:17 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:16 | yes | 24 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:27 | yes | 20 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:14 | yes | 5 | 98 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:08 | yes | 4 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:05 | yes | 24 | 44 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Aikido read as Aikido Security
Aqua read as Aqua Security
Check Point read as Check Point CloudGuard
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 (Acquired by Fortinet) read as FortiCNAPP
Lacework (Fortinet) read as FortiCNAPP
Lacework (now FortiCNAPP / Fortinet) read as FortiCNAPP
Lacework (now FortiCNAPP) read as FortiCNAPP
Lacework (now part of Fortinet as FortiCNAPP) read as FortiCNAPP
Microsoft read as Microsoft Defender for Cloud
Microsoft (Defender for Cloud) read as Microsoft Defender for Cloud
Orca read as Orca Security
Palo Alto read as Palo Alto Networks Cortex Cloud
Palo Alto (Prisma Cloud) read as Palo Alto Networks Cortex Cloud
Palo Alto Cortex (Prisma Cloud) read as Palo Alto Networks Cortex Cloud
Palo Alto Cortex Cloud read as Palo Alto Networks Cortex Cloud
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
SentinelOne read as SentinelOne Singularity Cloud Security
SentinelOne (PingSafe) read as SentinelOne Singularity Cloud Security
Sysdig read as Sysdig Secure
Tenable (Ermetic) read as Tenable Cloud Security
Tenable (Tenable.cloud) read as Tenable Cloud Security
Trend Micro read as Trend Micro Cloud One
Trend Micro (Deep Security) read as Trend Micro Cloud One
Trend Micro (Trend Vision One) read as Trend Micro Cloud One
Unresolved, counted raw
Aquasecurity Aqua Cloud Security Platform
Check Point Halo Cloud Secure
Datadog CNAPP
Mi Security
Palo Alto Networks – Prisma Cloud (Cortex Cloud)
Scout Suite
SecPod Saner Cloud
Truera
Zscaler Cloud Protection
Discontinued, still offered
No shut-down product was recommended here.