Cloud-native application protection for enterprise buyers
Asked as “CNAPP”, and as “cloud-native application protection platform”, on behalf of an enterprise B2B company. 39 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
49%
Clear leader
49Wiz28Microsoft Defender for Cloud13Prisma Cloud10others
49% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09F10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Wiz49%
Wiz49%02Microsoft Defender for Cloud28%
Microsoft Defender for Cloud28%03Prisma Cloud13%
Prisma Cloud13%04Orca Security8%
Orca Security8%05Check Point CloudGuard3%
Check Point CloudGuard3%06Sysdig Secure0%
Sysdig Secure0%07CrowdStrike Falcon Cloud Security0%
CrowdStrike Falcon Cloud Security0%08Palo Alto Networks Cortex Cloud0%
Palo Alto Networks Cortex Cloud0%09Aqua Security0%
Aqua Security0%10FortiCNAPP0%
What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, 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.
Wiz16%
9 of 58 labels negative · 8 of 12 models · 1 hard negative
“Avoid Wiz and Palo Alto Cortex Cloud for predictability” Claude Haiku 4.5, budget prompt
FortiCNAPP
46%
6 of 13 labels negative · 6 of 12 models · 1 hard negative
“Avoid Lacework (if you're not a Fortinet shop)” DeepSeek V4 Flash, negative prompt
Prisma Cloud20%
9 of 45 labels negative · 5 of 12 models · 1 hard negative
“Avoid ... Prisma Cloud (if you're not already in the Palo Alto ecosystem) as a primary platform” DeepSeek V4 Flash, negative prompt
Microsoft Defender for Cloud10%
5 of 50 labels negative · 5 of 12 models
“Strong in Azure, but one review notes limited AWS/GCP depth, so it is less attractive as a primary platform for broad multi-cloud estates.” Perplexity Sonar, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
68 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1023 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · CyberPress43 answers · 53 citations · 10 models
32 answers · 35 citations · 10 models
30 answers · 30 citations · 10 models
vendor site · AccuKnox28 answers · 40 citations · 11 models
28 answers · 31 citations · 11 models
24 answers · 34 citations · 10 models
22 answers · 36 citations · 9 models
vendor site · Orca21 answers · 28 citations · 9 models
21 answers · 22 citations · 10 models
vendor site · Aikido21 answers · 21 citations · 9 models
vendor site · SentinelOne20 answers · 25 citations · 10 models
vendor site · Cloudaware19 answers · 21 citations · 11 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.
28 answers · 11 models
28 answers · 10 models
26 answers · 9 models
25 answers · 10 models
23 answers · 9 models
21 answers · 9 models
19 answers · 10 models
18 answers · 11 models
18 answers · 9 models
15 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 | 49% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 2 |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 28% | 28% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 1 |
| Prisma prismacloud.io Prisma Cloud 13% | 13% | 440 | 1,300 | 97 | 2,039 | |||
| Orca Security orca.security | 8% | 379 | 1,900 | 103 | 125,483 | $441 | 27 | 8 |
| Check Point parent site Check Point CloudGuard 3% | 3% | 74 | 14,800 | 4,487 | ||||
| Sysdig Secure sysdig.com | 0% | 252 | 110 | 2 | 50,599 | $1,067 | 4 | 8 |
| 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 | ||||
| SentinelOne parent site SentinelOne Singularity Cloud Security 0% | 0% | 66 | 33,100 | 1,675 | ||||
| CrowdStrike crowdstrike.com | 0% | 302 | 74,000 | 5,130 | 715,209 | $13,967 | 119 | 6 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (accuknox.com, gartner.com, orca.security, sentinelone.com). 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 4.5WizPrisma CloudChangedWizOrca Securityagainst: Palo Alto Networks Cortex Cloud, Wizno first choicenothing named
Four alternatives
Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureTwo alternatives
Microsoft Defender for Cloud, WizTwo alternatives
AccuKnox, Prisma CloudOne alternative
Microsoft Defender for CloudGPT-5.4 miniWizMicrosoft Defender for CloudChangedMicrosoft Defender for Cloud, Palo Alto Networks Cortex CloudMicrosoft Defender for Cloudno first choicenothing named
Four alternatives
Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Prisma Cloud, Sysdig SecureTwo alternatives
Prisma Cloud, WizFour alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Sysdig Secure, WizOne alternative
Sysdig SecureGemini 3.5 FlashOrca Security, WizWizChangedOrca Security, WizOrca Securityagainst: GitHub Advanced Security, Palo Alto Networks Cortex Cloud, Snykno first choiceagainst: FortiCNAPP, Palo Alto Networks Cortex Cloud, Wiz
Two alternatives
Prisma Cloud, Sysdig SecureFive alternatives
AccuKnox, CrowdStrike Falcon Cloud Security, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureFour alternatives
CrowdStrike, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Sysdig SecureThree alternatives
Microsoft Defender for Cloud, Upwind, WizPerplexity SonarWizWizHeldWizMicrosoft Defender for Cloudno first choiceagainst: FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Wiz
Two alternatives
Microsoft Defender for Cloud, Prisma CloudThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma CloudFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureThree alternatives
Palo Alto Networks Cortex Cloud, Prisma Cloud, WizGrok 4.20WizWizHeldWizMicrosoft Defender for Cloudagainst: Aqua Security, Prisma Cloud, Sysdig Secureno first choiceagainst: Aqua Security, FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Wiz
Two alternatives
Orca Security, Prisma CloudOne alternative
Prisma CloudFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureOne alternative
WizMistral SmallWizPrisma CloudChangedMicrosoft Defender for Cloud, WizMicrosoft Defender for Cloudno first choiceagainst: AWS GuardDuty/Security Hubnothing named
Three alternatives
Microsoft Defender for Cloud, Prisma Cloud, Sysdig SecureThree alternatives
Microsoft Defender for Cloud, SentinelOne Singularity, WizTwo alternatives
Orca Security, Prisma CloudTwo alternatives
Prisma Cloud, WizDeepSeek V4 FlashWizWizHeldagainst: Orca SecurityWizMicrosoft Defender for Cloudagainst: Prisma Cloud, Wizno first choiceagainst: AWS Security Hub, Check Point CloudGuard, FortiCNAPP, Google Security Command Center, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Trend Micro Cloud One, Wiz
Four alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma CloudThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma CloudFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureTwo alternatives
CrowdStrike Falcon Cloud Security, Orca SecurityLlama 4 Maverickno first choiceno first choiceHeldno first choicePrisma Cloudno first choicenothing named
Three alternatives
Microsoft Defender for Cloud, Sysdig Secure, WizQwen 3.7 FlashWizagainst: AWS Security HubWizHeldWizMicrosoft Defender for Cloudagainst: Orca Security, Prisma Cloud, Wizno first choiceagainst: FortiCNAPP, Prisma Cloud
Three alternatives
Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Trend Micro Cloud OneThree alternatives
CrowdStrike, Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudFive alternatives
Aqua Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureKimi K2WizWizHeldWizMicrosoft Defender for Cloudagainst: Aqua Security, Prisma Cloud, Sysdig SecureWizagainst: CrowdStrike Falcon Cloud Security, FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Upwind, Wiz
Three alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudThree alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudSeven alternatives
Aqua Security, Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureTwo alternatives
Orca Security, WizThree alternatives
CrowdStrike Falcon Cloud Security, Orca Security, Palo Alto Networks Cortex CloudGLM 4.7 FlashXMicrosoft Defender for Cloud, WizPrisma Cloud, WizChangedno first choiceMicrosoft Defender for Cloudagainst: Aqua Security, CrowdStrike, Sysdig Secure, Tenable Cloud Security, Zscalerno first choiceagainst: Microsoft Defender for Cloud, Prisma Cloud, Uptycs, Upwind, Wiz
Eight alternatives
Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Data Theorem, Orca Security, Prisma Cloud, Rapid7 InsightCloudSec, SentinelOne Singularity Cloud Security, Sysdig SecureTwo alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudThree alternatives
Orca Security, Prisma Cloud, WizMiniMax M2.5Microsoft Defender for Cloud, WizPrisma CloudChangedWizCheck Point CloudGuardno first choicenothing named
One alternative
Prisma CloudTwo alternatives
Microsoft Defender for Cloud, WizFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureTwo alternatives
Palo Alto Networks Cortex Cloud, WizBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:02 | yes | 9 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:45 | yes | 1 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:45 | yes | 17 | 36 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 10:52 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:30 | yes | 29 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:02 | yes | 11 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:32 | yes | 14 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:30 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:35 | no | 0 | 60 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:54 | yes | 14 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:30 | yes | 8 | 110 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:25 | yes | 5 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:36 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:04 | yes | 2 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:34 | yes | 14 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 09:27 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:04 | yes | 42 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:33 | yes | 8 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:38 | yes | 20 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:42 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:30 | no | 0 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:44 | yes | 20 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:56 | yes | 28 | 213 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:24 | yes | 15 | 45 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:44 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:19 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:23 | yes | 31 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 12:32 | yes | 20 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:40 | yes | 34 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:29 | yes | 6 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:38 | yes | 14 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:27 | yes | 12 | 53 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:15 | yes | 20 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:47 | yes | 8 | 117 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:44 | yes | 10 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:49 | yes | 17 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:37 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:43 | yes | 16 | 132 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 10:53 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 09:22 | yes | 19 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:12 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:31 | yes | 19 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:05 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:11 | yes | 15 | 65 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:14 | yes | 17 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:54 | yes | 10 | 120 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:51 | yes | 15 | 51 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:21 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:50 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:44 | yes | 6 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 10:39 | yes | 19 | 12 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:28 | yes | 19 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:29 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:50 | yes | 9 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:18 | yes | 15 | 58 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:35 | yes | 24 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:50 | yes | 19 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:00 | yes | 9 | 38 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:58 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:00 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:50 | yes | 20 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 10:49 | yes | 20 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:48 | yes | 41 | 22 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:15 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:42 | yes | 26 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:47 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:27 | yes | 9 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:34 | yes | 29 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:29 | yes | 32 | 95 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:00 | yes | 5 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Aqua read as Aqua Security
CrowdStrike Falcon read as CrowdStrike Falcon Cloud Security
CrowdStrike Falcon Cloud read as CrowdStrike Falcon Cloud Security
Fortinet (Lacework) read as FortiCNAPP
Lacework read as FortiCNAPP
Lacework (Fortinet) read as FortiCNAPP
Lacework / FortiCNAPP read as FortiCNAPP
Lacework/Fortinet read as FortiCNAPP
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 (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
Tenable read as Tenable Cloud Security
Trend Micro read as Trend Micro Cloud One
Unresolved, counted raw
SecPod Saner CNAPP
Discontinued, still offered
No shut-down product was recommended here.