Cloud security posture management for enterprise buyers
Asked as “cloud security posture management platform”, and as “CSPM tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
54%
Clear leader
54Wiz19Prisma Cloud09Microsoft Defender for Cloud19others
54% of first choices, clear leader.
Since September 2026▼−6Since September 2026: 58% → 52%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Wiz held the lead, −6 points on 58%, 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 Cloud21%Contested↗new leaderNew leader since September 2026: Prowler (21%) replaces Microsoft Defender for Cloud (31% then, 19% now), 2 points clear, inside the 11-point floor.Standing →Mid-market
Wiz37%Contested▼−5Since September 2026: 43% → 38%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseWiz54%Clear leader▼−6Since September 2026: 58% → 52%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Microsoft Defender for Cloud21%Contested↗new leaderNew leader since September 2026: Prowler (21%) replaces Microsoft Defender for Cloud (31% then, 19% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketWiz37%Contested▼−5Since September 2026: 43% → 38%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseWiz54%Clear leader▼−6Since September 2026: 58% → 52%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Wiz54%15%66endorsed leader▼−6Since September 2026: 58% → 52%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.58% → 52%
Wiz54%15%66endorsed leader▼−6Since September 2026: 58% → 52%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.58% → 52%02
Prisma Cloud19%14%63accepted challenger▲+3Since September 2026: 16% → 20%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 20%
Prisma Cloud19%14%63accepted challenger▲+3Since September 2026: 16% → 20%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 20%03Microsoft Defender for Cloud9%22%59accepted challenger▼−3Since September 2026: 12% → 9%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 9%
Microsoft Defender for Cloud9%22%59accepted challenger▼−3Since September 2026: 12% → 9%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 9%04
Orca Security7%8%52accepted challenger▲+2Since September 2026: 5% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 7%
Orca Security7%8%52accepted challenger▲+2Since September 2026: 5% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 7%05
AWS Security Hub4%45%11criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
AWS Security Hub4%45%11criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%Show the two products at 0%, ordered by negative rate
07Lacework FortiCNAPP0%17%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
06
CrowdStrike Falcon Cloud Security0%5%21accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
CrowdStrike Falcon Cloud Security0%5%21accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 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 twenty-one head-to-head pages: the top seven products, each against each
Wiz vs AWS Security HubWiz vs Tenable Cloud SecurityWiz vs Prisma CloudMicrosoft Defender for Cloud vs Orca SecurityMicrosoft Defender for Cloud vs ProwlerMicrosoft Defender for Cloud vs AWS Security HubMicrosoft Defender for Cloud vs Tenable Cloud SecurityMicrosoft Defender for Cloud vs Prisma CloudOrca Security vs ProwlerOrca Security vs AWS Security HubOrca Security vs Tenable Cloud SecurityOrca Security vs Prisma CloudProwler vs AWS Security HubProwler vs Tenable Cloud SecurityProwler vs Prisma CloudAWS Security Hub vs Tenable Cloud SecurityAWS Security Hub vs Prisma CloudTenable Cloud Security 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 →
010203040506L07
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Wiz54%
Wiz54%02Prisma Cloud19%
Prisma Cloud19%03Microsoft Defender for Cloud9%
Microsoft Defender for Cloud9%04Orca Security7%
Orca Security7%05AWS Security Hub4%
AWS Security Hub4%06CrowdStrike Falcon Cloud Security0%
CrowdStrike Falcon Cloud Security0%07Lacework FortiCNAPP0%
What they warned about
Six of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Microsoft Defender for Cloud22%
13 of 59 labels negative · 11 of 14 models
“**Microsoft Defender for Cloud** if your enterprise is *not* Microsoft-centric, because it is described as the "natural option" for Microsoft-heavy organizations and is strongest in Azure” Perplexity Sonar, negative prompt
Wiz15%
10 of 66 labels negative · 9 of 14 models · 2 hard negative
“AI recommendation index specifically advises avoiding "pure per-workload vendors (Wiz, Orca) unless you can secure a contractual price cap"” MiniMax M2.5, negative prompt
Prisma Cloud14%
9 of 63 labels negative · 8 of 14 models · 3 hard negative
“Avoid or carefully evaluate Palo Alto Prisma Cloud unless you're already deeply invested in the Palo Alto ecosystem” DeepSeek V4 Flash, negative prompt
Orca Security8%
4 of 52 labels negative · 4 of 14 models · 1 hard negative
“Flagged in the same category as pure per-workload vendors with pricing concerns” MiniMax M2.5, 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
79 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. 1143 links across 237 sites, every framing counted. Ranked by the number of answers carrying the site or page. 15 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 · Cloudaware44 answers · 50 citations · 11 models
vendor site · Orca43 answers · 57 citations · 12 models
vendor site · ComplyJet37 answers · 38 citations · 12 models
vendor site · G229 answers · 34 citations · 11 models
28 answers · 28 citations · 10 models
vendor site · Wiz25 answers · 38 citations · 11 models
24 answers · 24 citations · 8 models
21 answers · 28 citations · 10 models
vendor site · Aikido21 answers · 22 citations · 8 models
21 answers · 21 citations · 9 models
vendor site · CyberPress20 answers · 26 citations · 12 models
vendor site · Microsoft19 answers · 24 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.
37 answers · 12 models
37 answers · 11 models
34 answers · 10 models
28 answers · 10 models
24 answers · 8 models
20 answers · 8 models
19 answers · 8 models
16 answers · 7 models
16 answers · 11 models
15 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 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 | 54% | 688 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 4 |
| Prisma prismacloud.io Prisma Cloud 19% | 19% | 475 | 1,300 | 97 | 2,039 | |||
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 9% | 9% | 569 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 4 |
| Orca Security orca.security | 7% | 401 | 1,900 | 103 | 125,483 | $441 | 27 | 2 |
| AWS parent site AWS Security Hub 4% | 4% | 74 | 368,000 | 114,001 | ||||
| Palo Alto Networks parent site Palo Alto Networks Cortex Cloud 2% | 2% | 227 | 40,500 | 1,088 | ||||
| Sysdig Secure sysdig.com | 2% | 256 | 110 | 2 | 50,599 | $1,067 | 4 | 6 |
| CSPM.io cspm.io | 2% | 1 | ||||||
| Zscaler zscaler.com | 2% | 34 | 60,500 | 3,104 | 103,886 | $9,116 | 66 | 9 |
| CrowdStrike parent site CrowdStrike Falcon Cloud Security 0% | 0% | 155 | 74,000 | 5,130 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (g2.com, gartner.com, learn.microsoft.com, orca.security, 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 an enterprise B2B company?”Paraphrase“Which CSPM tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade cloud security posture management platforms and how do they differ?”Budget-constrained“What is the best cloud security posture management platform 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 cloud security posture management platform. What should we look at?”Negative“Which cloud security posture management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5WizWizHeldPrisma CloudCSPM.io, Wizno first choiceagainst: CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sweet Security, Wiz
Four alternatives
Aikido Security, Check Point CloudGuard, Orca Security, Prisma CloudThree alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudFour alternatives
CrowdStrike Falcon Cloud Security, Orca Security, SentinelOne Singularity Cloud Security, WizGPT-5.4 miniMicrosoft Defender for Cloud, Prisma CloudWizChangedMicrosoft Defender for Cloud, WizAWS Security Hubno first choiceagainst: Microsoft Defender for Cloud
One alternative
WizTwo alternatives
Microsoft Defender for Cloud, Prisma CloudThree alternatives
Check Point CloudGuard, Orca Security, Prisma CloudOne alternative
CrowdStrike Falcon Cloud SecurityGemini 3.5 FlashWizWizHeldWizWizagainst: SnykWizagainst: AWS Security Hub, Microsoft Defender for Cloudagainst: AWS Security Hub, Google Cloud SCC, Microsoft Defender for Cloud, Prisma Cloud, Wiz
Five alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig SecureTwo alternatives
Orca Security, Prisma CloudThree alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudTwo alternatives
Orca Security, Prisma CloudTwo alternatives
Orca Security, Prisma CloudPerplexity SonarWizPrisma CloudChangedPrisma Cloud, WizPalo Alto Networks Cortex Cloud, Prisma Cloudno first choiceagainst: CrowdStrike cloud posture capabilities, Microsoft Defender for Cloud, Palo Alto Networks Cloud Security / Prisma-style offerings
Three alternatives
Check Point Cloud Firewall, Microsoft Defender for Cloud, Prisma CloudTwo alternatives
CrowdStrike Falcon Cloud Security, WizFour alternatives
Check Point CloudGuard, Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca SecurityTwo alternatives
Orca Security, WizGrok 4.1 FastWizPrisma CloudChangedPrisma Cloud, WizMicrosoft Defender for Cloudagainst: Datadog Cloud Security Management, WizWizagainst: AWS GuardDuty Security Hub, Datadog Cloud Security Management, Google Security Command Center, Lacework FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Qualys TotalCloud, Snyk
Four alternatives
Aqua Security, Microsoft Defender for Cloud, Orca Security, Prisma CloudTwo alternatives
Microsoft Defender for Cloud, WizTwo alternatives
Lacework FortiCNAPP, Orca SecurityTwo alternatives
Orca Security, Prisma CloudTwo alternatives
Orca Security, Prisma CloudMistral SmallWizPrisma CloudChangedWizAWS Security Hub, Microsoft Defender for Cloudno first choiceagainst: Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Wiz
Three alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma CloudFive alternatives
Aqua Security, Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma CloudTwo alternatives
Prisma Cloud, WizDeepSeek V4 FlashWizWizHeldWizPrisma Cloudagainst: WizOrca Security, Wizagainst: Microsoft Defender for Cloud, Prisma Cloud
Five alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Tenable One Cloud SecurityTwo alternatives
Microsoft Defender for Cloud, Prisma CloudFour alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex CloudTwo alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma CloudLlama 4 MaverickSysdig SecurePrisma CloudChangedno first choiceno first choiceWiznothing named
Two alternatives
Aikido Security, Orca SecurityThree alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma CloudQwen 3.7 FlashPrisma Cloud, WizWizChangedWizagainst: Qualys, Tenable Cloud Security, Trend MicroOrca Securityagainst: Wizno first choiceagainst: AWS Security Hub, CrowdStrike, Google Security Operations, Microsoft Defender for Cloud, Netskope, Orca Security, Qualys, SentinelOne Singularity Cloud Security, Tenable Cloud Security, Wiz, Zscaler
Four alternatives
CrowdStrike Falcon Cloud Security, Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca SecurityOne alternative
Prisma CloudThree alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudOne alternative
Microsoft Defender for CloudKimi K2WizWizHeldOrca Security, WizMicrosoft Defender for Cloudagainst: Prisma Cloud, Snyk, Wizno first choiceagainst: AWS Security Hub, Forseti, Google Security Command Center, Lacework FortiCNAPP, Microsoft Defender for Cloud
Three alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudTwo alternatives
Microsoft Defender for Cloud, Palo Alto Networks Cortex CloudThree alternatives
Aqua Security, CrowdStrike Falcon Cloud Security, Prisma CloudOne alternative
Orca SecurityGLM 4.7 FlashXWizWizHeldWizagainst: BigIDOrca Securityno first choicenothing named
Three alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudTwo alternatives
CrowdStrike Falcon Cloud Security, Prisma CloudSix alternatives
Aikido Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, SentinelOne Singularity Cloud SecurityFour alternatives
Cloudaware, Google Security Command Center, Rapid7 InsightCloudSec, Snyk Cloud SecurityMiniMax M2.5WizPrisma Cloud, WizChangedWizZscalerno first choiceagainst: Check Point CloudGuard, Lacework FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloudagainst: Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Wiz
One alternative
Prisma CloudOne alternative
Trend Micro Cloud One ConformityThree alternatives
Microsoft Defender for Cloud, Orca Security, Prisma CloudFour alternatives
Microsoft Defender for Cloud, Orca Security, Prisma Cloud, WizGPT-6 LunaWizWizHeldOrca Security, WizMicrosoft Defender for Cloudno first choiceagainst: AWS Security Hub, Microsoft Defender for Cloud, Standalone Lacework
Three alternatives
Microsoft Defender for Cloud, Orca Security, Palo Alto Networks Cortex CloudTwo alternatives
Microsoft Defender for Cloud, Prisma CloudFive alternatives
CrowdStrike Falcon Cloud Security, Lacework FortiCNAPP, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud, Sysdig SecureFour alternatives
AWS Security Hub, Orca Security, Prisma Cloud, WizMuse Glimmer 30BWizPrisma Cloud, WizChangedOrca Security, WizOrca Security, Wizno first choiceagainst: Prisma Cloud, Wiz
Two alternatives
Orca Security, Prisma CloudTwo alternatives
CloudCheckr, Microsoft Defender for CloudThree alternatives
Microsoft Defender for Cloud, Prisma Cloud, SentinelOne Singularity Cloud SecurityFive alternatives
CSPM.io Self-Hosted, Cyscale, Microsoft Defender for Cloud, Navroute, Prisma CloudBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. 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 13:25 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:38 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:55 | yes | 17 | 38 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:58 | yes | 14 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:19 | yes | 23 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:23 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:30 | yes | 23 | 46 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:03 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:02 | yes | 5 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:35 | yes | 14 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:58 | yes | 22 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:29 | yes | 9 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:49 | yes | 5 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:21 | yes | 20 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:22 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:32 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:43 | yes | 11 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:17 | yes | 17 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:02 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:49 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:53 | yes | 20 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:41 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:33 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:52 | yes | 23 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:49 | yes | 25 | 63 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:14 | yes | 5 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:40 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:17 | yes | 15 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:42 | yes | 16 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:51 | yes | 9 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:21 | yes | 19 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:52 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:33 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:46 | yes | 9 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:13 | yes | 25 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:57 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:41 | no | 0 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:56 | yes | 12 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:04 | yes | 23 | 88 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:39 | yes | 10 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:53 | yes | 8 | 38 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:43 | yes | 21 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:12 | yes | 19 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:08 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:57 | yes | 14 | 33 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:51 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:17 | yes | 23 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:00 | yes | 17 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:05 | yes | 23 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:08 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:45 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:35 | yes | 23 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:15 | yes | 18 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:08 | yes | 22 | 67 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:31 | yes | 3 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:38 | yes | 18 | 43 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:59 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:19 | yes | 1 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:34 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:17 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:42 | yes | 20 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:45 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:27 | yes | 24 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:36 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:11 | yes | 15 | 46 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:43 | yes | 23 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:34 | yes | 14 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:00 | yes | 5 | 39 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:23 | yes | 3 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:56 | yes | 12 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:18 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:24 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:08 | yes | 17 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:52 | yes | 29 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:36 | yes | 19 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:45 | yes | 15 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:17 | yes | 20 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:04 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:28 | no | 0 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:21 | yes | 24 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:40 | yes | 20 | 123 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:31 | yes | 22 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:24 | yes | 4 | 28 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:49 | yes | 22 | 40 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 Cloud read as Aikido Security
Check Point read as Check Point CloudGuard
Check Point (Dome9) read as Check Point CloudGuard
CrowdStrike Falcon read as CrowdStrike Falcon Cloud Security
CrowdStrike Falcon Cloud read as CrowdStrike Falcon Cloud Security
Datadog read as Datadog Cloud Security Management
Datadog Cloud Security read as Datadog Cloud Security Management
FortiCNAPP read as Lacework FortiCNAPP
FortiCNAPP (Lacework) read as Lacework FortiCNAPP
Fortinet FortiCNAPP read as Lacework FortiCNAPP
Lacework read as Lacework FortiCNAPP
Lacework (FortiCNAPP) read as Lacework FortiCNAPP
Lacework (now FortiCNAPP) read as Lacework FortiCNAPP
Lacework (now part of FortiCNAPP by Fortinet) read as Lacework FortiCNAPP
Lacework / FortiCNAPP read as Lacework FortiCNAPP
Microsoft read as Microsoft Defender for Cloud
Orca read as Orca Security
Palo Alto Networks read as Prisma Cloud
Palo Alto Networks (Prisma Cloud) read as Prisma Cloud
SentinelOne read as SentinelOne Singularity Cloud Security
Sysdig read as Sysdig Secure
Tenable read as Tenable Cloud Security
Tenable (Nessus/Nexpose) read as Tenable Cloud Security
Unresolved, counted raw
AWS GuardDuty Security Hub
CSPM.io Self-Hosted
Check Point Cloud Firewall, formerly CloudGuard Network Security
CrowdStrike cloud posture capabilities
Forseti
Google Cloud SCC
Navroute
Palo Alto Networks Cloud Security / Prisma-style offerings
RedLock
Scout Suite
Snyk Cloud Security
Standalone Lacework
Tenable One Cloud Security
Discontinued, still offered
No shut-down product was recommended here.