Cloud-native application protection
Asked as “CNAPP”, and as “cloud-native application protection platform”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
46%
Clear leader
46Wiz30Microsoft Defender for Cloud18Orca Security06others
46% 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 a mid-market 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.
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
08F09
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Wiz46%
Wiz46%02Microsoft Defender for Cloud30%
Microsoft Defender for Cloud30%03Orca Security18%
Orca Security18%04Prisma Cloud2%
Prisma Cloud2%05Sysdig Secure0%
Sysdig Secure0%06SentinelOne Singularity Cloud Security0%
SentinelOne Singularity Cloud Security0%07CrowdStrike Falcon Cloud Security0%
CrowdStrike Falcon Cloud Security0%08Aqua Security0%
Aqua Security0%09FortiCNAPP0%
What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Llama 4 Maverick, 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.
Wiz18%
10 of 55 labels negative · 9 of 12 models · 1 hard negative
“Orca/Wiz | $7K+/mo (small) | Agentless full CNAPP | Avoid for tight budgets” Grok 4.20, budget prompt
Prisma Cloud32%
12 of 38 labels negative · 8 of 12 models
“has suffered from this "franken-suite" reputation ... users still frequently cite a steep learning curve, disjointed reporting, and complex backend workflows” Gemini 3.5 Flash, negative prompt
FortiCNAPP
43%
6 of 14 labels negative · 5 of 12 models · 2 hard negative
“I'd flag Lacework/FortiCNAPP and Aqua as the two with the most documented dissatisfaction” DeepSeek V4 Flash, negative prompt
Aqua Security26%
5 of 19 labels negative · 4 of 12 models · 1 hard negative
“I'd flag Lacework/FortiCNAPP and Aqua as the two with the most documented dissatisfaction” DeepSeek V4 Flash, 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. 887 links across 170 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · CyberPress42 answers · 55 citations · 11 models
37 answers · 40 citations · 11 models
36 answers · 36 citations · 10 models
35 answers · 36 citations · 10 models
vendor site · Wiz23 answers · 28 citations · 9 models
22 answers · 34 citations · 8 models
vendor site · AccuKnox22 answers · 26 citations · 10 models
vendor site · Orca20 answers · 30 citations · 9 models
18 answers · 27 citations · 10 models
18 answers · 23 citations · 10 models
17 answers · 20 citations · 7 models
vendor site · Uptycs17 answers · 18 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
35 answers · 10 models
34 answers · 11 models
30 answers · 9 models
26 answers · 9 models
24 answers · 9 models
20 answers · 8 models
16 answers · 8 models
15 answers · 7 models
13 answers · 6 models
13 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 | 46% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 2 |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 30% | 30% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 1 |
| Orca Security orca.security | 18% | 379 | 1,900 | 103 | 125,483 | $441 | 27 | 8 |
| Aikido aikido.dev Aikido Security 4% | 4% | 326 | 2,400 | 51 | 6,442 company | $936 | 120 | |
| Prisma prismacloud.io Prisma Cloud 2% | 2% | 440 | 1,300 | 97 | 2,039 | |||
| Sysdig Secure sysdig.com | 0% | 252 | 110 | 2 | 50,599 | $1,067 | 4 | 8 |
| SentinelOne parent site SentinelOne Singularity Cloud Security 0% | 0% | 66 | 33,100 | 1,675 | ||||
| Prowler prowler.com | 0% | 86 | 40,500 | 6,189 | 671 | |||
| CrowdStrike parent site CrowdStrike Falcon Cloud Security 0% | 0% | 190 | 74,000 | 5,130 | ||||
| Falco falco.org | 0% | 119 | 27,100 | 4,242 | 383 |
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, 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 Security, WizChangedno first choiceMicrosoft Defender for Cloudno first choicenothing named
Two alternatives
Prisma Cloud, Sysdig SecureThree alternatives
Aikido Security, FortiCNAPP, Microsoft Defender for CloudOne alternative
Aikido SecurityGPT-5.4 miniWizagainst: Aqua SecurityWizHeldno first choiceMicrosoft Defender for Cloudagainst: FortiCNAPP, Prisma Cloudno first choiceagainst: Aqua Security, Microsoft Defender for Cloud Apps, Wiz
One alternative
Sysdig SecureTwo alternatives
Microsoft Defender for Cloud, Prisma CloudOne alternative
WizGemini 3.5 FlashOrca Securityagainst: Palo Alto Networks Cortex CloudOrca Security, WizChangedOrca Security, Wizagainst: CrowdStrike Falcon Cloud Security, Palo Alto Networks Cortex CloudAikido Securityagainst: Orca Security, Prisma Cloud, WizOrca Security, Wizagainst: Palo Alto Networks Cortex Cloudagainst: FortiCNAPP, Orca Security, Prisma Cloud, Wiz
Four alternatives
Microsoft Defender for Cloud, Sysdig Secure, Upwind, WizFour alternatives
CrowdStrike Falcon Cloud Security, SentinelOne Singularity, Sysdig Secure, UpwindThree alternatives
Aqua Security, Sysdig Secure, UpwindFour alternatives
Deepfence ThreatMapper, Microsoft Defender for Cloud, Prowler, TrivyTwo alternatives
CrowdStrike Falcon Cloud Security, SentinelOne Singularity Cloud SecurityPerplexity SonarWizWizHeldagainst: Prisma Cloudno first choiceMicrosoft Defender for Cloud, Orca Securityagainst: CrowdStrike Falcon Cloud Security, Wizno first choicenothing named
Five alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureTwo alternatives
Microsoft Defender for Cloud, Sysdig SecureOne alternative
Aqua SecurityGrok 4.20Orca Securityagainst: Prisma CloudWizChangedagainst: Prisma CloudWizMicrosoft Defender for Cloudagainst: FortiCNAPP, Orca Security, Sysdig Secure, WizOrca Security, Wizagainst: Aqua Security, FortiCNAPP
Five alternatives
Aqua Security, FortiCNAPP, Microsoft Defender for Cloud, Sysdig Secure, WizThree alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig SecureFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, SentinelOne Singularity Cloud SecurityFour alternatives
Falco, Prowler, Sweet Security, TrivyTwo alternatives
Microsoft Defender for Cloud, Prisma CloudMistral SmallMicrosoft Defender for Cloud, WizMicrosoft Defender for Cloud, WizHeldPrisma Cloud, WizMicrosoft Defender for Cloudno first choicenothing named
Two alternatives
Orca Security, Sysdig SecureFive alternatives
Data Theorem, Orca Security, Prisma Cloud, Sweet Security, Sysdig SecureOne alternative
Microsoft Defender for CloudFive alternatives
Falco, Prowler, Trivy, Uptycs, UpwindDeepSeek V4 FlashWizagainst: CrowdStrike Falcon Cloud Security, Prisma CloudWizHeldagainst: Prisma CloudWizAikido Security, Microsoft Defender for Cloudno first choiceagainst: Aqua Security, FortiCNAPP, Wiz
Two alternatives
Microsoft Defender for Cloud, Orca SecurityFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Sweet Security, Sysdig SecureFive alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureFive alternatives
Falco, Orca Security, Prowler, Sweet Security, TrivyLlama 4 Maverickno first choiceWizChangedno first choiceMicrosoft Defender for Cloud, Prisma Cloud, Wizno first choicenothing named
Seven alternatives
Data Theorem, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Rapid7 InsightCloudSec, Sweet Security, Sysdig SecureQwen 3.7 FlashWizagainst: Prisma CloudWizHeldagainst: Palo Alto Networks Cortex CloudWizMicrosoft Defender for Cloudno first choiceagainst: AWS Security Hub, Aqua Security, CrowdStrike Falcon Cloud Security, FortiCNAPP, Google Security Command Center, Microsoft Defender for Cloud, Prisma Cloud, Wiz
Three alternatives
Aikido Security, Microsoft Defender for Cloud, Orca SecurityThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca SecuritySix alternatives
Aqua Security, CrowdStrike, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Sysdig SecureTwo alternatives
Aikido Security, Orca SecurityKimi K2WizWizHeldOrca Security, WizMicrosoft Defender for CloudWizagainst: AWS Security Hub + GuardDuty, Google Security Command Center, Microsoft Defender for Cloud, Prisma Cloud, Wiz
Two alternatives
Microsoft Defender for Cloud, Orca SecurityTwo alternatives
Microsoft Defender for Cloud, Orca SecurityFive alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Sysdig SecureFive alternatives
Aikido Security, Cloudanix, Falco, Prowler, TrivyThree alternatives
Microsoft Defender for Cloud, Orca Security, Sysdig SecureGLM 4.7 FlashXMicrosoft Defender for Cloud, WizWizChangedagainst: Prisma CloudWizMicrosoft Defender for Cloudno first choiceagainst: Wiz
Five alternatives
Orca Security, Prisma Cloud, Rapid7 InsightCloudSec, SentinelOne Singularity Cloud Security, Sysdig SecureOne alternative
Microsoft Defender for CloudFour alternatives
Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureSeven alternatives
CloudDefense.AI QINA, Falco, Fidelis Halo Cloud Secure, MoreSec CNPP, Orca Security, Prowler, WizMiniMax M2.5Microsoft Defender for CloudOrca Security, WizChangedWizMicrosoft Defender for Cloudagainst: Orca Securityno first choicenothing named
Two alternatives
Orca Security, WizThree alternatives
Aikido Security, Microsoft Defender for Cloud, Sysdig SecureFour alternatives
Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureThree alternatives
Falco, Prowler, Sweet SecurityBold 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 12:15 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:14 | yes | 4 | 10 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:55 | yes | 18 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 09:49 | 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 09:34 | yes | 17 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:45 | yes | 8 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:29 | yes | 19 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:34 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:43 | yes | 10 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:56 | yes | 10 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:25 | yes | 11 | 105 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:50 | yes | 8 | 66 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:40 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:09 | yes | 1 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:43 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:39 | yes | 20 | 5 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 12:15 | yes | 32 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:53 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:27 | yes | 10 | 13 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:06 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:07 | no | 0 | 49 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:08 | yes | 12 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:01 | yes | 12 | 69 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:13 | yes | 5 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:19 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:14 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:33 | yes | 30 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 09:34 | yes | 20 | 13 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 11:14 | yes | 21 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:06 | yes | 8 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:36 | yes | 24 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:51 | yes | 15 | 86 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:12 | yes | 20 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:17 | yes | 9 | 111 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:07 | yes | 5 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:15 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:46 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:18 | yes | 14 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 13:26 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:33 | yes | 38 | 19 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:18 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:52 | yes | 9 | 9 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:04 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:44 | yes | 5 | 56 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:05 | yes | 15 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:52 | yes | 12 | 67 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:04 | yes | 5 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:38 | yes | 17 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:00 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:53 | yes | 7 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 10:23 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:44 | yes | 20 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:06 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:52 | yes | 17 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:53 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:03 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:05 | yes | 14 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:37 | yes | 14 | 147 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:22 | yes | 9 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:59 | yes | 17 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:33 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:33 | yes | 19 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 14:02 | yes | 16 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:38 | yes | 25 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:38 | yes | 5 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:40 | yes | 28 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:56 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:46 | yes | 15 | 107 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:59 | yes | 14 | 61 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:35 | yes | 24 | 88 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:35 | yes | 13 | 27 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Aikido read as Aikido Security
Aqua read as Aqua Security
CrowdStrike Falcon read as CrowdStrike Falcon Cloud Security
Cyscale read as Cyscale CNAPP
Lacework read as FortiCNAPP
Lacework (now FortiCNAPP, acquired by Fortinet) read as FortiCNAPP
Lacework (now Fortinet) read as FortiCNAPP
Microsoft (Microsoft Defender for Cloud) read as Microsoft Defender for Cloud
Orca read as Orca Security
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
Rapid7 (InsightCloudSec) 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
Cisco Panoptica
CloudDefense.AI QINA
MoreSec CNPP
OpenCNAPP
Discontinued, still offered
No shut-down product was recommended here.