Cloud security posture management
Asked as “cloud security posture management platform”, and as “CSPM tool”, on behalf of a mid-market B2B company. 62 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Wiz18Orca Security15Microsoft Defender for Cloud23others
45% of first choices, clear leader.
Since October 2026▲+8Since October 2026: 37% → 45%, +8 points. Inside the 11-point floor: within noise.Wiz held the lead, +8 points on 37%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Microsoft Defender for Cloud33%Contested▲+12Since October 2026: 21% → 33%, +12 points. Past the 11-point floor: movement.Standing →Mid-market
Wiz45%Clear leader▲+8Since October 2026: 37% → 45%, +8 points. Inside the 11-point floor: within noise.This pageEnterpriseWiz64%Clear leader▲+10Since October 2026: 54% → 64%, +10 points. Inside the 11-point floor: within noise.Standing →
Microsoft Defender for Cloud33%Contested▲+12Since October 2026: 21% → 33%, +12 points. Past the 11-point floor: movement.Standing →Mid-marketWiz45%Clear leader▲+8Since October 2026: 37% → 45%, +8 points. Inside the 11-point floor: within noise.This pageEnterpriseWiz64%Clear leader▲+10Since October 2026: 54% → 64%, +10 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Wiz45%16%61endorsed leader▲+8Since October 2026: 37% → 45%, +8 points. Inside the 11-point floor: within noise.37% → 45%
Wiz45%16%61endorsed leader▲+8Since October 2026: 37% → 45%, +8 points. Inside the 11-point floor: within noise.37% → 45%02
Orca Security18%8%50accepted challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 11-point floor: within noise.15% → 18%
Orca Security18%8%50accepted challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 11-point floor: within noise.15% → 18%03Microsoft Defender for Cloud15%10%67accepted challenger▼−4Since October 2026: 19% → 15%, −4 points. Inside the 11-point floor: within noise.19% → 15%
Microsoft Defender for Cloud15%10%67accepted challenger▼−4Since October 2026: 19% → 15%, −4 points. Inside the 11-point floor: within noise.19% → 15%04
Prowler13%14%21accepted challenger=heldSince October 2026: 13% → 13%, ±0 points. Inside the 11-point floor: within noise.13% → 13%
Prowler13%14%21accepted challenger=heldSince October 2026: 13% → 13%, ±0 points. Inside the 11-point floor: within noise.13% → 13%05
AWS Security Hub3%30%33criticized challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%
AWS Security Hub3%30%33criticized challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%06
Prisma Cloud3%41%54criticized challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Prisma Cloud3%41%54criticized challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%Show the seven products at 0%, ordered by negative rate
12Lacework FortiCNAPP0%35%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13
Aqua Security0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Aqua Security0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Tenable Cloud Security0%20%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Tenable Cloud Security0%20%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Google Security Command Center Lab in the set0%16%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Security Command Center Lab in the set0%16%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Check Point CloudGuard0%15%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Check Point CloudGuard0%15%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
CrowdStrike Falcon Cloud Security0%12%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CrowdStrike Falcon Cloud Security0%12%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Security Command Center is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
All fifteen head-to-head pages: the top six products, each against each
Wiz vs AWS Security HubWiz vs Prisma CloudOrca Security vs Microsoft Defender for CloudOrca Security vs ProwlerOrca Security vs AWS Security HubOrca Security vs Prisma CloudMicrosoft Defender for Cloud vs ProwlerMicrosoft Defender for Cloud vs AWS Security HubMicrosoft Defender for Cloud vs Prisma CloudProwler vs AWS Security HubProwler vs Prisma CloudAWS Security Hub 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 →
01020304050607
08091011L12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Wiz45%
Wiz45%02Orca Security18%
Orca Security18%03Microsoft Defender for Cloud15%
Microsoft Defender for Cloud15%04Prowler13%
Prowler13%05AWS Security Hub3%
AWS Security Hub3%06Prisma Cloud3%
Prisma Cloud3%07CrowdStrike Falcon Cloud Security0%
CrowdStrike Falcon Cloud Security0%08Intruder0%
Intruder0%09Google Security Command Center0%
Google Security Command Center0%10Tenable Cloud Security0%
Tenable Cloud Security0%11Check Point CloudGuard0%
Check Point CloudGuard0%12Lacework FortiCNAPP0%
13Aqua Security0%
Aqua Security0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Kimi K2, GLM 4.7 FlashX and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Prisma Cloud41%
22 of 54 labels negative · 11 of 14 models · 4 hard negative
“Avoid Prisma Cloud unless you truly need it — it's powerful but many mid-sized teams find it "enterprise overkill"” Kimi K2, paraphrase prompt
Wiz16%
10 of 61 labels negative · 8 of 14 models · 1 hard negative
“What to Avoid on a Tight Budget ... Enterprise platforms like Wiz ... typically start at $15,000–$24,000+/year” Kimi K2, budget prompt
Lacework FortiCNAPP
35%
8 of 23 labels negative · 7 of 14 models · 2 hard negative
“it is currently a less straightforward choice for pure-play cloud mid-market B2B SaaS companies” Gemini 3.5 Flash, direct prompt
AWS Security Hub30%
10 of 33 labels negative · 7 of 14 models · 1 hard negative
“repeatedly called "extremely basic" ... Fine as a supplement, not a primary CSPM” DeepSeek V4 Flash, negative 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
74 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. 831 links across 208 sites, every framing counted. Ranked by the number of answers carrying the site or page. 45 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.
41 answers · 41 citations · 11 models
vendor site · Intruder30 answers · 30 citations · 11 models
vendor site · G224 answers · 32 citations · 12 models
vendor site · Cloudaware23 answers · 28 citations · 9 models
23 answers · 27 citations · 10 models
vendor site · Orca21 answers · 25 citations · 10 models
vendor site · UnderDefense20 answers · 20 citations · 10 models
vendor site · Palo Alto Networks19 answers · 25 citations · 9 models
15 answers · 16 citations · 9 models
vendor site · Wiz14 answers · 21 citations · 9 models
vendor site · Microsoft14 answers · 18 citations · 5 models
vendor site · CyberPress13 answers · 18 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.
41 answers · 11 models
30 answers · 11 models
20 answers · 10 models
20 answers · 10 models
17 answers · 7 models
17 answers · 9 models
16 answers · 9 models
15 answers · 8 models
12 answers · 7 models
12 answers · 6 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 cloud security posture management platform”, “cloud security posture management platform”, “cloud security posture management platforms”. 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 | 45% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 4 |
| Orca Security orca.security | 18% | 379 | 1,900 | 103 | 125,483 | $441 | 27 | 2 |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 15% | 15% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 4 |
| Prowler prowler.com | 13% | 86 | 40,500 | 6,189 | 671 | |||
| AWS parent site AWS Security Hub 3%, AWS Config 0% | 3% | 95 | 368,000 | 114,001 | ||||
| Prisma prismacloud.io Prisma Cloud 3% | 3% | 440 | 1,300 | 97 | 2,039 | |||
| ScoutSuite | 2% | |||||||
| Scout Suite | 2% | |||||||
| CrowdStrike parent site CrowdStrike Falcon Cloud Security 0% | 0% | 190 | 74,000 | 5,130 | ||||
| Intruder intruder.io | 0% | 291 | 27,100 | 8,557 | 49,562 | 43 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (g2.com, learn.microsoft.com, orca.security, paloaltonetworks.com, wiz.io). The first result for “best cloud security posture management platform” is sentinelone.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 cloud security posture management platform for a mid-market B2B company?”Paraphrase“Which CSPM tool would you recommend to a mid-sized B2B company?”Comparative“What are the top cloud security posture management platforms and how do they differ?”Budget-constrained“What is the best cloud security posture management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a cloud security posture management platform. What should we look at?”Negative“Which cloud security posture management platforms should I avoid or be cautious about?”
Claude Haiku 4.5WizPrisma Cloud, WizChangedno first choiceMicrosoft Defender for Cloud, Prowlerno first choiceagainst: AWS Security Hub, Aqua Security, Datadog Cloud Security Management, Orca Security, Prisma Cloud
Three alternatives
Aikido Security, Microsoft Defender for Cloud, Orca SecurityThree alternatives
JFrog, Lacework FortiCNAPP, SnykFive alternatives
AWS Security Hub, Aikido Security, CloudSploit, Scout Suite, SnykGPT-5.4 miniWizMicrosoft Defender for Cloud, WizChangedOrca Security, WizAWS Security Hubagainst: Wizno first choicenothing named
Two alternatives
Microsoft Defender for Cloud, Orca SecurityFour alternatives
AWS Security Hub, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma CloudOne alternative
Microsoft Defender for CloudGemini 3.5 FlashOrca Security, Wizagainst: AWS Security Hub, GCP SCC, Lacework FortiCNAPP, MS Defender for Cloud, Palo Alto CortexOrca Security, WizHeldagainst: Prisma CloudOrca Security, WizProwleragainst: Orca Security, Prisma Cloud, WizOrca Security, Wizagainst: CrowdStrike Falcon Cloud Security, Datadog Cloud Security Management, Prisma Cloudagainst: AWS Security Hub, Google Security Command Center, Microsoft Defender for Cloud, Prowler, ScoutSuite, Steampipe
Two alternatives
CrowdStrike Falcon Cloud Security, Datadog Cloud Security ManagementSix alternatives
AWS Security Hub, Datadog Cloud Security Management, Google Security Command Center, Microsoft Defender for Cloud, Secureframe, VantaFour alternatives
AWS Security Hub, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma CloudNine alternatives
AWS Config, AWS Security Hub, Bridgecrew, Checkov, Cloud Custodian, Google Security Command Center, Microsoft Defender for Cloud, Steampipe, TrivyPerplexity SonarWizagainst: ProwlerWizHeldagainst: Prisma Cloud, ProwlerWizAWS Security Hub, Microsoft Defender for Cloudagainst: Orca Security, Prisma Cloud, Wizno first choiceagainst: AWS Security Hub, Darktrace, Google Security Command Center, Lacework FortiCNAPP, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Prisma Cloud, SentinelOne Singularity Cloud Security, Snyk, Sophos
Three alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Rapid7 InsightCloudSecThree alternatives
AWS Security Hub, Microsoft Defender for Cloud, Orca SecurityEight alternatives
CrowdStrike Falcon Cloud Security, Google Security Command Center, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex Cloud, Prisma Cloud, Sysdig Secure, Tenable Cloud SecurityTwo alternatives
Intruder, ProwlerGrok 4.20Wizagainst: Check Point CloudGuardWizHeldWizagainst: AWS Security Hub, Amazon InspectorProwleragainst: Lacework FortiCNAPP, Orca Security, Prisma Cloud, WizWizagainst: AWS Security Hub, CrowdStrike, JupiterOne, Lacework FortiCNAPP, Qualys, Rapid7, Skyhawk, Sysdig Secure, Tenable Cloud Security, Uptycs
Four alternatives
Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma CloudFour alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma CloudFour alternatives
Aqua Security, Microsoft Defender for Cloud, Orca Security, Prisma CloudEight alternatives
AWS Security Hub, CloudQuery, Google Security Command Center, Intruder, Microsoft Defender for Cloud, ScoutSuite, Steampipe, UptycsFour alternatives
Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma CloudMistral SmallWizPrisma Cloud, WizChangedWizMicrosoft Defender for Cloud, Prowlerno first choiceagainst: Fugue, Lacework FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Threat Stack
One alternative
Microsoft Defender for CloudThree alternatives
CrowdStrike Falcon Cloud Security, Lacework FortiCNAPP, Microsoft Defender for CloudSix alternatives
CrowdStrike Falcon Cloud Security, Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Tenable Cloud SecurityTwo alternatives
Aikido Security, IntruderDeepSeek V4 FlashOrca Securityagainst: Prisma CloudWizChangedagainst: Palo Alto Networks Cortex Cloud, Prisma CloudWizProwleragainst: Prisma Cloud, WizWizagainst: AWS Security Hub, Aqua Security, Check Point CloudGuard Posture Management, Fidelis Halo, Lacework FortiCNAPP, Prisma Cloud, Sysdig Secure, Tenable Cloud Security
Two alternatives
Microsoft Defender for Cloud, WizThree alternatives
Intruder, Microsoft Defender for Cloud, Orca SecuritySix alternatives
CrowdStrike Falcon Cloud Security, Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Tenable Cloud SecurityFour alternatives
AWS Security Hub, Cloudflare CASB, Intruder, UptycsFive alternatives
Aqua Security, CrowdStrike, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex CloudLlama 4 MaverickWizWizHeldno first choiceProwlerno first choiceagainst: Microsoft Defender for Cloud, Prisma Cloud
One alternative
Microsoft Defender for CloudFour alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Sysdig SecureTwo alternatives
Intruder, Microsoft Defender for CloudQwen 3.7 FlashWizWizHeldagainst: Prisma CloudWizOrca Securityagainst: WizWizagainst: AWS Security Hub, Aqua Security, Check Point CloudGuard, Google Security Command Center, Lacework FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Tenable Cloud Security, Wiz
Three alternatives
Microsoft Defender for Cloud, Orca Security, SnykTwo alternatives
Microsoft Defender for Cloud, Orca SecurityFour alternatives
CrowdStrike, Microsoft Defender for Cloud, Orca Security, Prisma CloudFive alternatives
AWS Config, AWS Security Hub, Microsoft Defender for Cloud, Prowler, ScoutSuiteTwo alternatives
Microsoft Defender for Cloud, Prisma CloudKimi K2Microsoft Defender for Cloud, Orca Securityagainst: Prisma CloudOrca SecurityChangedagainst: Prisma CloudOrca Security, Wizagainst: CrowdStrike Falcon Cloud SecurityMicrosoft Defender for Cloudagainst: CrowdStrike Falcon Cloud Security, Prisma Cloud, Wizno first choiceagainst: Microsoft Defender for Cloud, Prisma Cloud, Wiz
One alternative
WizFour alternatives
AWS Security Hub, Google Security Command Center, Microsoft Defender for Cloud, WizTwo alternatives
Microsoft Defender for Cloud, Prisma CloudThree alternatives
AWS Security Hub, Intruder, ProwlerGLM 4.7 FlashXWizMicrosoft Defender for Cloud, WizChangedWizProwler, ScoutSuiteno first choicenothing named
Three alternatives
Microsoft Defender for Cloud, Prisma Cloud, UptycsOne alternative
Prisma CloudSix alternatives
CrowdStrike Falcon Cloud Security, Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Tenable Cloud SecurityFour alternatives
Check Point CloudGuard, Intruder, Microsoft Defender for Cloud, UptycsMiniMax M2.5Orca Security, WizOrca Security, WizHeldOrca Security, WizMicrosoft Defender for Cloudagainst: Prisma Cloud, Wizno first choicenothing named
One alternative
Prisma CloudThree alternatives
Check Point CloudGuard, Microsoft Defender for Cloud, Prisma CloudThree alternatives
Lacework FortiCNAPP, Microsoft Defender for Cloud, Prisma CloudFour alternatives
Checkov, DigitalOcean Cloud Security Posture Management, Intruder, ProwlerGPT-6 LunaWizWizHeldOrca Security, WizMicrosoft Defender for Cloudagainst: AWS Security Hubno first choiceagainst: AWS Security Hub, Lacework FortiCNAPP, Zscaler Posture Control
Two alternatives
Microsoft Defender for Cloud, Orca SecurityTwo alternatives
AWS Security Hub, Microsoft Defender for CloudFive alternatives
AWS Security Hub, CrowdStrike Falcon Cloud Security, Google Security Command Center, Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudTwo alternatives
Google Security Command Center, ProwlerMuse Glimmer 30BOrca Security, Wizagainst: Prisma CloudOrca SecurityChangedPrisma Cloud, WizProwler, Scout Suiteagainst: Microsoft Defender for Cloudno first choicenothing named
Five alternatives
AWS Security Hub, CrowdStrike, Intruder, Microsoft Defender for Cloud, SentinelOne Singularity CSPMTwo alternatives
Microsoft Defender for Cloud, WizTwo alternatives
Microsoft Defender for Cloud, Orca SecuritySeven alternatives
AWS Security Hub, Checkov, Cloud Custodian, Google Security Command Center, Intruder, Kubescape, UptycsBold 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 18:00 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:26 | yes | 2 | 6 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 19:03 | yes | 8 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:35 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:54 | yes | 10 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:52 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 24 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:50 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:54 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:30 | yes | 15 | 55 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:17 | yes | 14 | 44 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:08 | yes | 10 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:15 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:17 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:15 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:39 | yes | 3 | 4 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 11:52 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:03 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:38 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:54 | yes | 19 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:58 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:41 | yes | 5 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:48 | yes | 13 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:02 | yes | 9 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:36 | yes | 5 | 73 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:37 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:16 | yes | 21 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:54 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 6 | 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 09:32 | yes | 12 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:33 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:42 | yes | 10 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:39 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:41 | yes | 22 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:40 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:04 | yes | 10 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:11 | yes | 13 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:54 | yes | 18 | 64 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:53 | no | 0 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:33 | yes | 7 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:50 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:43 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:30 | yes | 3 | 6 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 14:06 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:16 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 10 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:22 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:19 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:55 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:19 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:27 | yes | 14 | 58 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:51 | yes | 23 | 84 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:25 | yes | 10 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:17 | yes | 5 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:56 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:34 | yes | 20 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:47 | 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 13:17 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 18:22 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:30 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:25 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:37 | yes | 21 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:48 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:47 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:25 | yes | 18 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:49 | yes | 13 | 84 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:59 | yes | 5 | 36 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:57 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:47 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:34 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:53 | 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 14:18 | yes | 9 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 18:48 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:44 | yes | 15 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:16 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:57 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:57 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 10 | 104 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:53 | yes | 24 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:12 | yes | 22 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:54 | yes | 18 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:15 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:49 | yes | 25 | 28 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
Check Point read as Check Point CloudGuard
CrowdStrike Falcon read as CrowdStrike Falcon Cloud Security
CrowdStrike Falcon Cloud read as CrowdStrike Falcon Cloud Security
Datadog CSPM read as Datadog Cloud Security Management
Datadog Cloud Security read as Datadog Cloud Security Management
Lacework read as Lacework FortiCNAPP
Microsoft Defender read as Microsoft Defender for Cloud
Orca read as Orca Security
Palo Alto read as Prisma Cloud
Palo Alto (Prisma Cloud) read as Prisma Cloud
Palo Alto Networks read as Prisma Cloud
Palo Alto Networks (Prisma Cloud) read as Prisma Cloud
Palo Alto Prisma Cloud / Cortex Cloud read as Palo Alto Networks Cortex Cloud
SentinelOne read as SentinelOne Singularity Cloud Security
Sysdig read as Sysdig Secure
Tenable read as Tenable Cloud Security
Unresolved, counted raw
Azure Policy
Check Point Cloud Firewall, formerly CloudGuard Network Security
Check Point CloudGuard CSPM
Check Point CloudGuard Posture Management
CloudSphere
MS Defender for Cloud
Orca Security CSPM
Scout Suite
SecPod Saner Cloud
Singularity Cloud Security
Skyhawk
Threat Stack
Trend Micro Hybrid Cloud Security Solution
Zscaler CSPM
Discontinued, still offered
No shut-down product was recommended here.