Cloud-native application protection
Asked as “CNAPP”, and as “cloud-native application protection platform”, on behalf of a mid-market B2B company. 68 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
37%
Contested · Microsoft Defender for Cloud 21%
37Wiz21Microsoft Defender for Cloud19Orca Security24others
37% of first choices, contested.
Since September 2026▼−11Since September 2026: 46% → 35%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.Wiz held the lead, −11 points on 46%, past the 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
Aikido Security29%Contested↗new leaderNew leader since September 2026: Aikido Security (31%) replaces Microsoft Defender for Cloud (46% then, 27% now), 4 points clear, inside the 11-point floor.Standing →Mid-market
Wiz37%Contested▼−11Since September 2026: 46% → 35%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageEnterpriseWiz48%Clear leader▼−6Since September 2026: 49% → 43%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Aikido Security29%Contested↗new leaderNew leader since September 2026: Aikido Security (31%) replaces Microsoft Defender for Cloud (46% then, 27% now), 4 points clear, inside the 11-point floor.Standing →Mid-marketWiz37%Contested▼−11Since September 2026: 46% → 35%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageEnterpriseWiz48%Clear leader▼−6Since September 2026: 49% → 43%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Wiz37%19%70endorsed leader▼−11Since September 2026: 46% → 35%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.46% → 35%
Wiz37%19%70endorsed leader▼−11Since September 2026: 46% → 35%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.46% → 35%02
Microsoft Defender for Cloud21%4%53accepted challenger▼−7Since September 2026: 30% → 23%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.30% → 23%
Microsoft Defender for Cloud21%4%53accepted challenger▼−7Since September 2026: 30% → 23%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.30% → 23%03
Orca Security19%14%57accepted challenger▲+1Since September 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 19%
Orca Security19%14%57accepted challenger▲+1Since September 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 19%04Aikido Security6%0%10accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%
Aikido Security6%0%10accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%05
Aqua Security4%17%12accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%
Aqua Security4%17%12accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%06FortiCNAPP1%30%20criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Show the five products at 0%, ordered by negative rate
11
Prisma Cloud0%42%40criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Prisma Cloud0%42%40criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%10
Palo Alto Networks Cortex Cloud0%37%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Palo Alto Networks Cortex Cloud0%37%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
CrowdStrike Falcon Cloud Security0%17%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
CrowdStrike Falcon Cloud Security0%17%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
SentinelOne Singularity Cloud Security0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
SentinelOne Singularity Cloud Security0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Sysdig Secure0%6%34accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Sysdig Secure0%6%34accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All fifteen head-to-head pages: the top six products, each against each
Wiz vs Aqua SecurityWiz vs FortiCNAPPMicrosoft Defender for Cloud vs Orca SecurityMicrosoft Defender for Cloud vs Aikido SecurityMicrosoft Defender for Cloud vs Aqua SecurityMicrosoft Defender for Cloud vs FortiCNAPPOrca Security vs Aikido SecurityOrca Security vs Aqua SecurityOrca Security vs FortiCNAPPAikido Security vs Aqua SecurityAikido Security vs FortiCNAPPAqua Security vs FortiCNAPP
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% negative50%
Key
01Wiz37%
Wiz37%02Microsoft Defender for Cloud21%
Microsoft Defender for Cloud21%03Orca Security19%
Orca Security19%04Aikido Security6%
Aikido Security6%05Aqua Security4%
Aqua Security4%06FortiCNAPP1%
07Sysdig Secure0%
Sysdig Secure0%08CrowdStrike Falcon Cloud Security0%
CrowdStrike Falcon Cloud Security0%09SentinelOne Singularity Cloud Security0%
SentinelOne Singularity Cloud Security0%10Palo Alto Networks Cortex Cloud0%
Palo Alto Networks Cortex Cloud0%11Prisma Cloud0%
Prisma Cloud0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, MiniMax M2.5 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 Cloud42%
17 of 40 labels negative · 10 of 14 models · 4 hard negative
“**Avoid Prisma Cloud** if you're mid-market or lack dedicated cloud security engineering” Kimi K2, negative prompt
Wiz19%
13 of 70 labels negative · 10 of 14 models · 4 hard negative
“Options to Avoid on a Tight Budget - Wiz — Starts around ~$100K/year; way too expensive” DeepSeek V4 Flash, budget prompt
Orca Security14%
8 of 57 labels negative · 7 of 14 models · 2 hard negative
“**Avoid enterprise vendors** (Wiz, Orca, Prisma Cloud) initially” Kimi K2, budget prompt
Palo Alto Networks Cortex Cloud37%
7 of 19 labels negative · 6 of 14 models · 2 hard negative
“Avoid if you have small engineering teams... the tool can become unmanageable and produce excessive false positives.” Qwen 3.7 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
76 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. 1095 links across 214 sites, every framing counted. Ranked by the number of answers carrying the site or page. 49 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.
vendor site · Wiz42 answers · 53 citations · 13 models
vendor site · Fidelis Security37 answers · 38 citations · 11 models
33 answers · 35 citations · 12 models
vendor site · CyberPress31 answers · 39 citations · 11 models
vendor site · G225 answers · 39 citations · 11 models
vendor site · Uptycs25 answers · 31 citations · 10 models
22 answers · 23 citations · 10 models
21 answers · 27 citations · 10 models
19 answers · 24 citations · 9 models
vendor site · SentinelOne18 answers · 25 citations · 7 models
18 answers · 18 citations · 10 models
vendor site · Orca17 answers · 25 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.
34 answers · 11 models
30 answers · 11 models
29 answers · 11 models
22 answers · 10 models
18 answers · 10 models
18 answers · 9 models
17 answers · 9 models
15 answers · 7 models
14 answers · 8 models
13 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “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 | 37% | 688 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 2 |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 21% | 21% | 569 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 1 |
| Orca Security orca.security | 19% | 401 | 1,900 | 103 | 125,483 | $441 | 27 | 8 |
| Aikido aikido.dev Aikido Security 6% | 6% | 342 | 2,400 | 51 | 6,442 company | $936 | 120 | |
| Aqua aquasec.com Aqua Security 4% | 4% | 199 | 880 | 32 | 7,831 company | 0 | ||
| AWS parent site AWS Security Hub 3%, AWS Config 1% | 4% | 74 | 368,000 | 114,001 | ||||
| AccuKnox accuknox.com | 1% | 20 | 320 | 3 | 1,717 | 9 | ||
| Prowler prowler.com | 1% | 77 | 40,500 | 6,189 | 671 | |||
| FortiCNAPP | 1% | 170 | 3 | |||||
| Google Security Command Center cloud.google.com | 1% | 37 | 170 | 9 | 7,405,347 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (fidelissecurity.com, orca.security, sentinelone.com, 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 4.5WizAikido SecurityChangedWizAccuKnoxno first choicenothing named
Four alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, SentinelOne Singularity Cloud SecurityTwo alternatives
Orca Security, WizFour alternatives
Microsoft Defender for Cloud, Orca Security, Prisma Cloud, SentinelOne Singularity Cloud SecurityThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Sysdig SecureGPT-5.4 miniMicrosoft Defender for Cloud, Wizagainst: Aqua SecurityWizChangedno first choiceMicrosoft Defender for Cloudagainst: Palo Alto Networks Cortex Cloud, Prisma Cloud, Wizno first choicenothing named
One alternative
Sysdig SecureFour alternatives
Aqua Security, Microsoft Defender for Cloud, Orca Security, Prisma CloudGemini 3.5 FlashOrca Securityagainst: CrowdStrike Falcon Cloud Security, Palo Alto Networks Cortex CloudOrca SecurityHeldSysdig Secure, WizAikido Securityagainst: Orca Security, Palo Alto's Cortex Cloud, Wizno first choiceagainst: CrowdStrike, Orca Security, Palo Alto Networks Cortex Cloud, SentinelOne Singularity Cloud Security, Sysdig Secure, Wiz
Two alternatives
Upwind, WizFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, SentinelOne Singularity, Sysdig Secure, WizFour alternatives
CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloud, Qualys TotalCloudFive alternatives
AWS Security Hub, AccuKnox, Microsoft Defender for Cloud, Prowler, TrivyThree alternatives
Aikido Security, Sweet Security, Sysdig SecurePerplexity SonarWizWizHeldagainst: Prisma CloudWizAikido Securityagainst: Orca Securityno first choicenothing named
Four alternatives
Prisma Cloud, Rapid7 InsightCloudSec, SentinelOne Singularity Cloud Security, Sysdig SecureThree alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig SecureSix alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, SentinelOne Singularity Cloud Security, Tenable Cloud SecurityTwo alternatives
Cyscale, Microsoft Defender for CloudGrok 4.1 FastWizOrca SecurityChangedagainst: FortiCNAPP, Prisma Cloudno first choiceMicrosoft Defender for Cloudagainst: Prisma Cloud, WizOrca Security, Wizagainst: Aqua Security, FortiCNAPP
Three alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig SecureThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, WizFive alternatives
ARMO Platform, AccuKnox, Falco, Kubescape, TrivyThree alternatives
Microsoft Defender, Prisma Cloud, Sysdig SecureMistral SmallOrca Security, WizMicrosoft Defender for Cloud, WizChangedno first choiceagainst: CrowdStrike Falcon Cloud SecurityMicrosoft Defender for Cloudagainst: Prisma Cloud, Wizno first choicenothing named
Two alternatives
FortiCNAPP, Sysdig SecureTwo alternatives
Orca Security, Sweet SecurityTwo alternatives
Cloudanix, Google Cloud Platform’s Cloud ArmorDeepSeek V4 FlashWizagainst: Prisma CloudOrca SecurityChangedOrca Security, Wizagainst: FortiCNAPPMicrosoft Defender for Cloudagainst: Orca Security, Prisma Cloud, WizOrca Security, Wizagainst: Palo Alto Networks Cortex Cloud, Prisma Cloudagainst: FortiCNAPP
Three alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig SecureFour alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma Cloud, WizThree alternatives
CrowdStrike — Falcon Cloud Security, Microsoft — Defender for Cloud, Palo Alto Networks — Prisma CloudTwo alternatives
Aikido Security, Lacework FortiCNAPPTwo alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudLlama 4 Maverickno first choiceAqua Security, FortiCNAPPChangedno first choiceAqua Security, TigerGateno first choiceagainst: Orca Security, Wiz
Two alternatives
Microsoft, Sysdig SecureQwen 3.7 FlashWizagainst: AWS Security Hub, Microsoft Defender for CloudWizHeldagainst: Prisma CloudWizMicrosoft Defender for CloudWizagainst: AWS Security Hub, Check Point CloudGuard, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Qualys, Tenable Cloud Security, Wiz
Two alternatives
Orca Security, Palo Alto Networks Cortex CloudTwo alternatives
Microsoft Defender for Cloud, Orca SecurityThree alternatives
Microsoft, Palo Alto Networks Cortex Cloud, Sysdig SecureFive alternatives
AWS Security Hub, Aikido Security, Amazon GuardDuty, Orca Security, WizThree alternatives
FortiCNAPP, Microsoft Defender for Cloud, Orca SecurityKimi K2Microsoft Defender for Cloud, Orca Securityagainst: Palo Alto Networks Cortex Cloud, Prisma CloudOrca SecurityChangedagainst: Prisma CloudWizMicrosoft Defender for Cloudagainst: Orca Security, Prisma Cloud, TigerGate, WizOrca Security, Wizagainst: FortiCNAPP, Prisma Cloud, Wiz
Two alternatives
Rapid7 InsightCloudSec, WizTwo alternatives
Microsoft Defender for Cloud, WizFour alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma CloudTwo alternatives
Aikido Security, UpwindTwo alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudGLM 4.7 FlashXWizagainst: Prisma CloudWizHeldWizagainst: Tenable Cloud Security, UptycsAikido Security, Microsoft Defender for Cloudagainst: CrowdStrike Falcon Cloud Security, Orca Security, Sysdig Secure, Wizno first choiceagainst: Check Point Infinity, CrowdStrike Falcon Cloud Security, Palo Alto Networks Cortex Cloud, Prisma Cloud, Wiz
Three alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca SecurityThree alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig SecureSix alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, FortiCNAPP, Orca Security, Prisma Cloud, Sysdig SecureMiniMax M2.5Aqua Security, WizMicrosoft Defender for Cloud, WizChangedno first choiceAWS Config, AWS Security Hub, Google Security Command Center, Microsoft Defender for Cloudagainst: Prisma CloudMicrosoft Defender for Cloud, Orca Security, Wizagainst: Aqua Security Software, FortiCNAPP, Microsoft
One alternative
Microsoft Defender for CloudOne alternative
Orca SecurityThree alternatives
Orca Security, Prowler, WizGPT-6 LunaWizWizHeldno first choiceAWS Security Hub, Prowler Communityagainst: Wizno first choicenothing named
Two alternatives
Microsoft Defender for Cloud, Orca SecurityTwo alternatives
Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudTwo alternatives
Google Security Command Center, Microsoft Defender for CloudMuse Glimmer 30BOrca Security, WizWizChangedno first choiceMicrosoft Defender for Cloud, ProwlerOrca Security, Wizagainst: Orca Security, Prisma Cloud
One alternative
Rapid7 InsightCloudSecTwo alternatives
Microsoft Defender for Cloud, Orca SecuritySix alternatives
AccuKnox, Aikido Security, Falco, ScoutSuite, Steampipe, TrivyThree alternatives
Microsoft Defender for Cloud, Sweet Security, Sysdig SecureBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:40 | yes | 13 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:16 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:41 | yes | 21 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:40 | yes | 21 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:38 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:12 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:54 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:23 | no | 0 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:21 | yes | 22 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:32 | yes | 23 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:48 | yes | 9 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:49 | yes | 4 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:40 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:51 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:43 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:14 | yes | 7 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:20 | yes | 23 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:47 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:42 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:33 | yes | 23 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:35 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:47 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:23 | yes | 17 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:47 | yes | 22 | 40 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 9 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:41 | yes | 5 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:23 | yes | 21 | 35 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:03 | yes | 18 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:12 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:36 | yes | 25 | 36 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:57 | yes | 22 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:10 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:44 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:50 | yes | 23 | 66 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:59 | yes | 5 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:27 | yes | 15 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:30 | yes | 19 | 195 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:43 | yes | 10 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:20 | yes | 8 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:39 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:41 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:11 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:33 | yes | 19 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:11 | yes | 21 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:50 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:12 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:02 | yes | 25 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:10 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:10 | yes | 10 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:29 | yes | 25 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:09 | yes | 23 | 110 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:16 | yes | 5 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:09 | yes | 5 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:07 | yes | 14 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:20 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:16 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:29 | yes | 9 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:59 | yes | 13 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:55 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:36 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:44 | yes | 23 | 65 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:47 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:40 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:04 | yes | 24 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:58 | yes | 21 | 115 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:09 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:57 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:06 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:22 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:30 | yes | 5 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:19 | yes | 25 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:53 | yes | 17 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:07 | yes | 24 | 5 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:53 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:17 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:42 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:40 | yes | 24 | 141 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:47 | yes | 24 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:51 | yes | 20 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:50 | yes | 8 | 11 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:22 | yes | 1 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:30 | yes | 23 | 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
Aqua read as Aqua Security
CrowdStrike Falcon read as CrowdStrike Falcon Cloud Security
CrowdStrike Falcon Cloud read as CrowdStrike Falcon Cloud Security
Fortinet read as FortiCNAPP
Lacework read as FortiCNAPP
Lacework (now FortiCNAPP by Fortinet) read as FortiCNAPP
Lacework (now FortiCNAPP) read as FortiCNAPP
Lacework (now part of Fortinet) read as FortiCNAPP
Lacework/FortiCNAPP read as FortiCNAPP
Orca read as Orca Security
Palo Alto read as Palo Alto Networks Cortex Cloud
Palo Alto Cortex read as Palo Alto Networks Cortex Cloud
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) 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
Sysdig read as Sysdig Secure
Tenable read as Tenable Cloud Security
Trend Micro read as Trend Micro Cloud One
Unresolved, counted raw
Aqua Security Software
CrowdStrike — Falcon Cloud Security
Google Cloud Platform’s Cloud Armor
Microsoft — Defender for Cloud
Palo Alto Networks — Prisma Cloud
Palo Alto's Cortex Cloud (formerly Prisma Cloud)
Polaris
Prowler Community
SentinelOne's cloud security offering
Tracee
Zscaler Cloud Protection
Discontinued, still offered
No shut-down product was recommended here.