Cloud-native application protection for enterprise buyers
Asked as “CNAPP”, and as “cloud-native application protection platform”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
51%
Clear leader
51Wiz20Microsoft Defender for Cloud18Prisma Cloud10others
51% of first choices, clear leader.
Since October 2026▲+3Since October 2026: 48% → 51%, +3 points. Inside the 11-point floor: within noise.Wiz held the lead, +3 points on 48%, 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.Standing →EnterpriseWiz51%Clear leader▲+3Since October 2026: 48% → 51%, +3 points. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseWiz51%Clear leader▲+3Since October 2026: 48% → 51%, +3 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Wiz51%17%66endorsed leader▲+3Since October 2026: 48% → 51%, +3 points. Inside the 11-point floor: within noise.48% → 51%
Wiz51%17%66endorsed leader▲+3Since October 2026: 48% → 51%, +3 points. Inside the 11-point floor: within noise.48% → 51%02Microsoft Defender for Cloud20%16%67accepted challenger▲+3Since October 2026: 17% → 20%, +3 points. Inside the 11-point floor: within noise.17% → 20%
Microsoft Defender for Cloud20%16%67accepted challenger▲+3Since October 2026: 17% → 20%, +3 points. Inside the 11-point floor: within noise.17% → 20%03
Prisma Cloud18%31%49criticized challenger▲+5Since October 2026: 13% → 18%, +5 points. Inside the 11-point floor: within noise.13% → 18%
Prisma Cloud18%31%49criticized challenger▲+5Since October 2026: 13% → 18%, +5 points. Inside the 11-point floor: within noise.13% → 18%04
Orca Security4%20%51accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
Orca Security4%20%51accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%05
Sysdig Secure2%9%34accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Sysdig Secure2%9%34accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06FortiCNAPP2%30%23criticized 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
09
Aqua Security0%23%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Aqua Security0%23%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Check Point CloudGuard0%13%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Check Point CloudGuard0%13%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
CrowdStrike Falcon Cloud Security0%13%39accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CrowdStrike Falcon Cloud Security0%13%39accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Palo Alto Networks Cortex Cloud0%12%25accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Palo Alto Networks Cortex Cloud0%12%25accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%11
SentinelOne Singularity Cloud Security0%8%13accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
SentinelOne Singularity Cloud Security0%8%13accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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
0708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Wiz51%
Wiz51%02Microsoft Defender for Cloud20%
Microsoft Defender for Cloud20%03Prisma Cloud18%
Prisma Cloud18%04Orca Security4%
Orca Security4%05Sysdig Secure2%
Sysdig Secure2%06FortiCNAPP2%
07CrowdStrike Falcon Cloud Security0%
CrowdStrike Falcon Cloud Security0%08Palo Alto Networks Cortex Cloud0%
Palo Alto Networks Cortex Cloud0%09Aqua Security0%
Aqua Security0%10Check Point CloudGuard0%
Check Point CloudGuard0%11SentinelOne Singularity Cloud Security0%
SentinelOne Singularity Cloud Security0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, 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.
Prisma Cloud31%
15 of 49 labels negative · 11 of 14 models · 3 hard negative
“Verdict: Avoid if you have a lean security team or need fast time-to-value.” GLM 4.7 FlashX, negative prompt
Microsoft Defender for Cloud16%
11 of 67 labels negative · 10 of 14 models · 3 hard negative
“Microsoft Defender for Cloud: Avoid as a primary CNAPP if you are a heavy Multi-Cloud enterprise.” Llama 4 Maverick, negative prompt
Wiz17%
11 of 66 labels negative · 8 of 14 models · 2 hard negative
“What to avoid for your use case - Wiz – Excellent product, but prices per workload with multiple add-on modules” DeepSeek V4 Flash, budget prompt
Orca Security20%
10 of 51 labels negative · 7 of 14 models · 2 hard negative
“What to Avoid for Cost Predictability: ... Orca Security: Per-workload pricing but no published rates” 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
77 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. 953 links across 229 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.
publisher (Gane)24 answers · 38 citations · 9 models
vendor site · Uptycs24 answers · 28 citations · 9 models
22 answers · 22 citations · 9 models
22 answers · 22 citations · 10 models
21 answers · 27 citations · 7 models
vendor site · G218 answers · 20 citations · 9 models
17 answers · 18 citations · 7 models
17 answers · 17 citations · 10 models
vendor site · Microsoft16 answers · 27 citations · 8 models
vendor site · TigerGate16 answers · 16 citations · 10 models
vendor site · Orca15 answers · 18 citations · 10 models
vendor site · Wiz14 answers · 21 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
22 answers · 9 models
22 answers · 10 models
19 answers · 8 models
17 answers · 10 models
16 answers · 8 models
15 answers · 8 models
15 answers · 7 models
14 answers · 7 models
13 answers · 6 models
13 answers · 9 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 | 51% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 2 |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 20% | 20% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 1 |
| Prisma prismacloud.io Prisma Cloud 18% | 18% | 440 | 1,300 | 97 | 2,039 | |||
| Orca Security orca.security | 4% | 379 | 1,900 | 103 | 125,483 | $441 | 27 | 8 |
| Sysdig Secure sysdig.com | 2% | 252 | 110 | 2 | 50,599 | $1,067 | 4 | 8 |
| FortiCNAPP | 2% | 170 | 3 | |||||
| Zscaler zscaler.com | 2% | 39 | 60,500 | 3,104 | 103,886 | $9,116 | 66 | 7 |
| CrowdStrike parent site CrowdStrike Falcon Cloud Security 0% | 0% | 190 | 74,000 | 5,130 | ||||
| Palo Alto Networks parent site Palo Alto Networks Cortex Cloud 0% | 0% | 273 | 40,500 | 1,088 | ||||
| Aqua aquasec.com Aqua Security 0% | 0% | 214 | 880 | 32 | 7,831 company | 0 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (microsoft.com, orca.security, 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 an enterprise B2B company?”Paraphrase“Which cloud-native application protection platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade CNAPPs and how do they differ?”Budget-constrained“What is the best CNAPP for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a CNAPP. What should we look at?”Negative“Which CNAPPs should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Prisma Cloud, WizPrisma CloudChangedno first choiceMicrosoft Defender for Cloud, Orca Securityno first choicenothing named
Two alternatives
Microsoft Defender for Cloud, Orca SecurityThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, WizOne alternative
Sysdig SecureGPT-5.4 miniWizMicrosoft Defender for Cloud, WizChangedOrca Security, WizSysdig Secureagainst: CrowdStrikeno first choiceagainst: Aqua Security
Three alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Sysdig SecureOne alternative
Palo Alto Networks Cortex CloudFive alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma Cloud, Sysdig SecureGemini 3.5 FlashWizWizHeldWizWizagainst: Prisma Cloudno first choiceagainst: AWS Security Hub, Google Security Command Center, Microsoft Defender for Cloud
Five alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureFour alternatives
CrowdStrike Falcon Cloud Security, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureTwo alternatives
Microsoft Defender for Cloud, Orca SecurityPerplexity SonarWizPrisma CloudChangedWizMicrosoft Defender for Cloudagainst: Palo Alto Networks Cortex Cloud, Prisma Cloudno first choiceagainst: Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Wiz
Five alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureFour alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig Secure, WizSix alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureOne alternative
WizGrok 4.20Prisma Cloud, Wizagainst: FortiCNAPP, Qualys, Trend Micro Cloud OnePrisma CloudChangedno first choiceagainst: Rapid7 InsightCloudSec, Sophos Cloud Optix, Tenable Cloud Security, Trend Vision OneMicrosoft Defender for Cloudagainst: Aqua Security, FortiCNAPP, Orca Security, Sysdig Secure, WizOrca Security, Wizagainst: Microsoft Defender for Cloudagainst: CloudDefense.AI, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Wiz
Two alternatives
Microsoft Defender for Cloud, Orca SecurityFour alternatives
Microsoft Defender for Cloud, Orca Security, SentinelOne Singularity Cloud Security, WizEight alternatives
Aqua Security, Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig Secure, WizTwo alternatives
CrowdStrike Falcon Cloud Security, Prisma CloudThree alternatives
Aqua Security, Prisma Cloud, Sysdig SecureMistral SmallWizno first choiceChangedno first choiceMicrosoft Defender for Cloudagainst: Prisma Cloud, Wizno first choicenothing named
Two alternatives
Microsoft Defender for Cloud, Prisma CloudDeepSeek V4 FlashWizWizHeldWizMicrosoft Defender for Cloudagainst: Prisma Cloud, SentinelOne Singularity, Wizno first choiceagainst: Airframe, Aqua Security, Check Point CloudGuard, CheckRed, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig Secure, Trend Micro Cloud One, Wiz
Two alternatives
Microsoft Defender for Cloud, Prisma CloudTwo alternatives
Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudSix alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureOne alternative
Orca SecurityLlama 4 MaverickWizWizHeldno first choiceWizno first choiceagainst: Microsoft Defender for Cloud, Prisma Cloud
Three alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudTwo alternatives
Microsoft Defender for Cloud, Prisma CloudQwen 3.7 FlashWizWizHeldOrca Security, WizMicrosoft Defender for Cloudagainst: CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloudno first choiceagainst: FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Wiz
Two alternatives
Microsoft Defender for Cloud, Prisma CloudTwo alternatives
Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudFour alternatives
CrowdStrike, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Sysdig SecureOne alternative
WizKimi K2Prisma Cloud, WizPrisma CloudChangedPrisma Cloud, Wizagainst: FortiCNAPPMicrosoft Defender for Cloudagainst: Aqua Security, FortiCNAPP, Orca Security, Prisma Cloud, Sysdig Secure, Wizno first choiceagainst: CloudDefense.AI, CrowdStrike Falcon Cloud Security, Cyscale CNAPP, FortiCNAPP, Orca Security, SentinelOne Singularity Cloud Security, Wiz
Two alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudOne alternative
WizThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca SecurityTwo alternatives
CrowdStrike Falcon Cloud Security, UpwindGLM 4.7 FlashXWizPrisma CloudChangedPrisma Cloud, WizMicrosoft Defender for Cloudagainst: Orca Security, Prisma Cloudno first choiceagainst: Aqua Security, Microsoft Defender for Cloud, Prisma Cloud, Qualys, Tenable Cloud Security
Two alternatives
Microsoft Defender for Cloud, Prisma CloudOne alternative
Microsoft Defender for CloudThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca SecurityOne alternative
WizMiniMax M2.5Wizagainst: CrowdStrike Falcon Cloud SecurityPrisma CloudChangedPalo Alto Networks — Cortex Cloud, WizZscaleragainst: Microsoft Defender for Cloud, Orca Security, Prisma Cloud, WizWiznothing named
Three alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, WizFive alternatives
CrowdStrike — Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, SentinelOne — Singularity Cloud Security, Sysdig SecureFour alternatives
Check Point CloudGuard, CrowdStrike, Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudGPT-6 LunaWizWizHeldOrca Security, WizMicrosoft Defender for Cloudno first choiceagainst: FortiCNAPP, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud
Two alternatives
Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudTwo alternatives
Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudFour alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Sysdig SecureMuse Glimmer 30BWizWizHeldWizFortiCNAPPagainst: Palo Alto Networks Cortex Cloud, Wizno first choiceagainst: Microsoft Defender for Cloud, Prisma Cloud
Eight alternatives
CrowdStrike Falcon Cloud Security, Cyscale CNAPP, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Prisma Cloud, SentinelOne Singularity Cloud Security, Tenable Cloud SecurityFour alternatives
Check Point CloudGuard, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex CloudFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Prisma CloudOne alternative
Microsoft Defender for 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.
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 18:55 | yes | 12 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:55 | yes | 2 | 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 19:21 | yes | 8 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:11 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:31 | yes | 10 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:28 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:33 | yes | 23 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:40 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:23 | yes | 5 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:04 | yes | 19 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:11 | yes | 19 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:17 | yes | 9 | 71 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:06 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:03 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:14 | yes | 19 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | 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 12:54 | no | 0 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:52 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:06 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:49 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:41 | yes | 24 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:49 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:04 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:29 | yes | 25 | 51 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:22 | yes | 23 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:04 | yes | 14 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:26 | yes | 5 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:14 | yes | 15 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:37 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:48 | yes | 9 | 9 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 17:45 | yes | 5 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:22 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:05 | yes | 10 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:30 | yes | 22 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:34 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:31 | yes | 10 | 58 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:37 | yes | 19 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:10 | yes | 17 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:39 | yes | 15 | 38 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:44 | yes | 7 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:31 | yes | 14 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:39 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:01 | yes | 4 | 4 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 18:27 | yes | 10 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:36 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:16 | yes | 14 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:23 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:22 | yes | 25 | 41 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:16 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:27 | yes | 5 | 53 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:40 | yes | 23 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:38 | yes | 21 | 123 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:16 | yes | 18 | 69 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:31 | yes | 1 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 22 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:28 | yes | 18 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:49 | no | 0 | 9 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 13:14 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 18:33 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:56 | yes | 14 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:29 | no | 0 | 31 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:32 | yes | 24 | 59 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:08 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:23 | yes | 5 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:52 | yes | 24 | 58 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:20 | yes | 21 | 323 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:54 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:41 | yes | 4 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:03 | yes | 15 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:57 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:49 | yes | 3 | 6 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 14:42 | no | 0 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:00 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:49 | yes | 14 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:47 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:26 | yes | 22 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:23 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:17 | yes | 5 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:28 | yes | 25 | 42 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:04 | yes | 22 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:35 | yes | 15 | 59 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:37 | yes | 5 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:19 | yes | 22 | 30 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 (Quantum Cloud Security) 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
Fortinet (Lacework) read as FortiCNAPP
Lacework read as FortiCNAPP
Lacework (Fortinet) read as FortiCNAPP
Lacework (now 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 Cortex Cloud read as Palo Alto Networks Cortex Cloud
Palo Alto Networks read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Cortex Cloud / Prisma 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
Palo Alto Prisma Cloud / Cortex Cloud read as Palo Alto Networks Cortex Cloud
Rapid7 read as Rapid7 InsightCloudSec
SentinelOne read as SentinelOne Singularity Cloud Security
Sysdig read as Sysdig Secure
Sysdig (Sysdig Secure) read as Sysdig Secure
Tenable read as Tenable Cloud Security
Trend Micro read as Trend Micro Cloud One
Unresolved, counted raw
Airframe
Aqua Security Software
Aqua Security Software Aqua Cloud Security Platform
Caveonix Cloud-Native Application Protection Platform
CheckRed
Cisco Panoptica
CrowdStrike — Falcon Cloud Security
Palo Alto Networks — Cortex Cloud
SentinelOne PingSafe
SentinelOne — Singularity Cloud Security
Discontinued, still offered
No shut-down product was recommended here.