Cloud-native application protection for small business buyers
Asked as “CNAPP”, and as “cloud-native application protection platform”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · Microsoft Defender for Cloud 28%
29Aikido Security28Microsoft Defender for Cloud16Orca Security28others
29% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Aikido Security (31%) replaces Microsoft Defender for Cloud (46% then, 27% now), 4 points clear, inside the 11-point floor.Aikido Security leads at 31%, replacing Microsoft Defender for Cloud, which led at 46% and stands at 27% now: 4 points clear, inside the floor, so the swap reads as unsettled. The verdict moved from clear leader to contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Aikido Security29%Contested↗new leaderNew leader since September 2026: Aikido Security (31%) replaces Microsoft Defender for Cloud (46% then, 27% now), 4 points clear, inside the 11-point floor.This pageMid-market
Wiz37%Contested▼−11Since September 2026: 46% → 35%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →EnterpriseWiz48%Clear leader▼−6Since September 2026: 49% → 43%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Aikido Security29%Contested↗new leaderNew leader since September 2026: Aikido Security (31%) replaces Microsoft Defender for Cloud (46% then, 27% now), 4 points clear, inside the 11-point floor.This pageMid-marketWiz37%Contested▼−11Since September 2026: 46% → 35%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →EnterpriseWiz48%Clear leader▼−6Since September 2026: 49% → 43%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Aikido Security29%0%34accepted challenger▲+6Since September 2026: 25% → 31%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.25% → 31%
Aikido Security29%0%34accepted challenger▲+6Since September 2026: 25% → 31%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.25% → 31%02
Microsoft Defender for Cloud28%4%54accepted challenger▼−19Since September 2026: 46% → 27%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.46% → 27%
Microsoft Defender for Cloud28%4%54accepted challenger▼−19Since September 2026: 46% → 27%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.46% → 27%03
Orca Security16%25%55criticized challenger▲+12Since September 2026: 2% → 14%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 14%
Orca Security16%25%55criticized challenger▲+12Since September 2026: 2% → 14%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 14%04Wiz9%52%58criticized challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 8%
Wiz9%52%58criticized challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 8%05FortiCNAPP7%30%33criticized challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 8%
06
Cloudanix2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Cloudanix2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%07
Sweet Security2%9%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Sweet Security2%9%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%08
AWS Security Hub2%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
AWS Security Hub2%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%Show the four products at 0%, ordered by negative rate
12
Prisma Cloud0%67%39criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Prisma Cloud0%67%39criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
CrowdStrike Falcon Cloud Security0%43%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
CrowdStrike Falcon Cloud Security0%43%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Sysdig Secure0%25%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Sysdig Secure0%25%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Prowler0%7%15accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Prowler0%7%15accepted 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 fifteen head-to-head pages: the top six products, each against each
Wiz vs Aqua SecurityWiz vs FortiCNAPPMicrosoft Defender for Cloud vs Orca SecurityMicrosoft Defender for Cloud vs Aikido SecurityMicrosoft Defender for Cloud vs Aqua SecurityMicrosoft Defender for Cloud vs FortiCNAPPOrca Security vs Aikido SecurityOrca Security vs Aqua SecurityOrca Security vs FortiCNAPPAikido Security vs Aqua SecurityAikido Security vs FortiCNAPPAqua Security vs FortiCNAPP
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304F05
06070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Aikido Security29%
Aikido Security29%02Microsoft Defender for Cloud28%
Microsoft Defender for Cloud28%03Orca Security16%
Orca Security16%04Wiz9%
Wiz9%05FortiCNAPP7%
06Cloudanix2%
Cloudanix2%07Sweet Security2%
Sweet Security2%08AWS Security Hub2%
AWS Security Hub2%09Prowler0%
Prowler0%10Sysdig Secure0%
Sysdig Secure0%11CrowdStrike Falcon Cloud Security0%
CrowdStrike Falcon Cloud Security0%12Prisma Cloud0%
Prisma Cloud0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Wiz52%
30 of 58 labels negative · 14 of 14 models · 9 hard negative
“"Avoid Wiz/Orca/Prisma unless you have specific compliance or multi-cloud-at-scale requirements that justify the enterprise price."” Muse Glimmer 30B, negative prompt
Prisma Cloud67%
26 of 39 labels negative · 13 of 14 models · 10 hard negative
“Prisma Cloud is incredibly powerful, but it was built by acquiring several different security startups... the platform's configuration and management remain highly complex.” Gemini 3.5 Flash, negative prompt
Orca Security25%
14 of 55 labels negative · 9 of 14 models · 7 hard negative
“"Like Wiz, minimum viable spend is too high; better as a 'graduate' option after free tools"” Muse Glimmer 30B, negative prompt
CrowdStrike Falcon Cloud Security43%
9 of 21 labels negative · 7 of 14 models · 4 hard negative
“"For a small business not already invested in that vendor's broader stack, this is usually a trap."” Muse Glimmer 30B, 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
78 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. 1103 links across 185 sites, every framing counted. Ranked by the number of answers carrying the site or page. 49 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · CyberPress50 answers · 62 citations · 12 models
vendor site · G245 answers · 63 citations · 13 models
vendor site · Aikido37 answers · 54 citations · 12 models
vendor site · Wiz30 answers · 40 citations · 11 models
vendor site · SourceForge29 answers · 30 citations · 12 models
24 answers · 29 citations · 10 models
23 answers · 25 citations · 9 models
23 answers · 23 citations · 11 models
vendor site · FitGap23 answers · 23 citations · 8 models
vendor site · SentinelOne21 answers · 28 citations · 8 models
19 answers · 23 citations · 10 models
19 answers · 20 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.
48 answers · 11 models
38 answers · 12 models
35 answers · 11 models
25 answers · 11 models
23 answers · 11 models
22 answers · 9 models
21 answers · 10 models
21 answers · 8 models
17 answers · 10 models
16 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 |
|---|---|---|---|---|---|---|---|---|
| Aikido aikido.dev Aikido Security 29% | 29% | 342 | 2,400 | 51 | 6,442 company | $936 | 120 | |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 28% | 28% | 569 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 1 |
| Orca Security orca.security | 16% | 401 | 1,900 | 103 | 125,483 | $441 | 27 | 8 |
| Wiz wiz.io | 9% | 688 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | 2 |
| FortiCNAPP | 7% | 170 | 3 | |||||
| Cloudanix cloudanix.com | 2% | 25 | 40 | 0 | 808 | |||
| Cyscale cyscale.com | 2% | 30 | 20 | 0 | 256 | 1 | ||
| Sweet Security sweet.security | 2% | 22 | 720 | 30 | 817 | 1 | ||
| AWS parent site AWS Security Hub 2% | 2% | 74 | 368,000 | 114,001 | ||||
| AccuKnox accuknox.com | 2% | 20 | 320 | 3 | 1,717 | 9 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (sentinelone.com, wiz.io). The first result for “best cnapp” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best CNAPP for a small B2B company?”Paraphrase“Which cloud-native application protection platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top CNAPPs for a small team and how do they differ?”Budget-constrained“What is the best CNAPP for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a CNAPP. What should we look at?”Negative“Which CNAPPs should a small business avoid or be cautious about?”
Claude Haiku 4.5Microsoft Defender for Cloud, Orca SecurityAikido Security, Microsoft Defender for CloudChangedAikido Securityagainst: Check Point CloudGuardMicrosoft Defender for Cloudagainst: Prisma Cloud, Wizno first choicenothing named
Two alternatives
FortiCNAPP, Sweet SecurityTwo alternatives
Cyscale, WizTwo alternatives
Microsoft Defender for Cloud, WizThree alternatives
Cyscale, FortiCNAPP, Orca SecurityGPT-5.4 miniMicrosoft Defender for CloudWizChangedagainst: AWS Security HubWizagainst: Prisma CloudCloudanixagainst: CrowdStrike Falcon Cloud Security, Wizno first choiceagainst: FortiCNAPP, Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud
Two alternatives
Aikido Security, CrowdStrike Falcon Cloud SecurityTwo alternatives
Microsoft Defender for Cloud, Prisma CloudThree alternatives
Aqua Security, Orca Security, Sysdig SecureOne alternative
Orca SecurityGemini 3.5 FlashAikido Securityagainst: WizAikido SecurityHeldagainst: WizAikido Securityagainst: Prowler, WizAikido Securityagainst: CrowdStrike Falcon Cloud Security, Palo Alto's Prisma/Cortex Cloud, WizAikido Security, Cyscaleagainst: CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloud, Wizagainst: Aqua Security, Datadog Cloud Security Management, Prisma Cloud, Sysdig Secure, Wiz
Two alternatives
AccuKnox, Orca SecurityTwo alternatives
Orca Security, ProwlerProTwo alternatives
AccuKnox, PlerionFour alternatives
Cyscale, Prowler, Trivy, bearhugPerplexity SonarAikido Securityagainst: Orca SecurityAikido SecurityHeldMicrosoft Defender for Cloud, Orca Securityagainst: WizAikido Securityagainst: Palo Alto Networks Cortex Cloudno first choiceagainst: CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloud, Wiz
Two alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudOne alternative
Orca SecurityTwo alternatives
Aikido Security, CrowdStrike Falcon Cloud SecuritySix alternatives
Cloudanix, Falco, Microsoft Defender for Cloud, Panoptica, Prowler, TrivyGrok 4.1 FastOrca Securityagainst: FortiCNAPP, Sysdig SecureMicrosoft Defender for CloudChangedagainst: Aqua Security, Orca Security, Prisma Cloud, WizAikido Security, Microsoft Defender for Cloudagainst: Prisma Cloud, WizMicrosoft Defender for Cloudagainst: Wiz/OrcaMicrosoft Defender for Cloud, Orca Security, Wizagainst: CrowdStrike Falcon Cloud Security, Prisma Cloud, Sysdig Secure, Wiz
Two alternatives
Microsoft Defender for Cloud, WizOne alternative
Sysdig SecureTwo alternatives
FortiCNAPP, Orca SecurityFour alternatives
Aikido Security, Falco, Prowler, Scout SuiteTwo alternatives
Prisma Cloud, Sysdig SecureMistral SmallFortiCNAPPno first choiceChangedMicrosoft Defender for Cloud, Orca Security, Wizagainst: Prisma CloudOrca Security, Sweet Securityno first choiceagainst: Prisma Cloudagainst: Orca Security, Prisma Cloud, Wiz
Two alternatives
Orca Security, Sweet SecurityTwo alternatives
Aqua Security, Sysdig SecureOne alternative
FortiCNAPPDeepSeek V4 FlashMicrosoft Defender for Cloudagainst: Prisma Cloud, WizAikido SecurityChangedagainst: FortiCNAPP, Orca Security, Prisma Cloud, WizAikido Securityagainst: CrowdStrike Falcon Cloud Security, Orca Security, Palo Alto Networks Cortex CloudAccuKnox, Aikido Securityagainst: Orca Security, Palo Alto Networks Cortex Cloud, Prisma Cloud, Wizno first choiceagainst: Prisma Cloudagainst: CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Wiz
Three alternatives
Cloudanix, CrowdStrike Falcon Cloud Security, Sysdig SecureOne alternative
Microsoft Defender for CloudTwo alternatives
Microsoft Defender for Cloud, WizThree alternatives
CrowdStrike Falcon Cloud Security, Cyscale, Microsoft Defender for CloudSix alternatives
CrowdStrike, Cyscale, Microsoft Defender for Cloud, Orca Security, Sysdig Secure, WizLlama 4 MaverickFortiCNAPPno first choiceChangedno first choiceMicrosoft Defender for Cloud, Orca Securityno first choiceagainst: Prisma Cloud, Wiz
Four alternatives
Defender, Orca Security, Prowler, Sweet SecurityOne alternative
FortiCNAPPQwen 3.7 FlashOrca Securityagainst: Prisma Cloud, WizAikido SecurityChangedWizagainst: CrowdStrike, Sysdig SecureAikido Securityno first choiceagainst: Datadog Security, Palo Alto Networks Prism Cloud, Qualys, SentinelOne Singularity Cloud Security, Splunk, Sumo Logic, Tenable Cloud Security
Two alternatives
Aikido Security, Microsoft Defender for CloudOne alternative
WizThree alternatives
Cloudanix, Microsoft Defender for Cloud, Orca SecurityThree alternatives
Kubescape, Orca Security, WizKimi K2Microsoft Defender for Cloudagainst: FortiCNAPP, Prisma Cloud, WizAikido SecurityChangedagainst: Orca SecurityCyscale, Microsoft Defender for Cloudagainst: FortiCNAPP, WizAikido Security, Microsoft Defender for Cloudno first choiceagainst: Sweet Security, Upwind, Wizagainst: FortiCNAPP, Prisma Cloud, Sysdig Secure
Two alternatives
Aikido Security, Orca SecurityOne alternative
WizOne alternative
Orca SecurityThree alternatives
Falco, Orca Security, ProwlerFive alternatives
ARMO Platform, Cloudanix, Cyscale, Microsoft Defender for Cloud, Orca SecurityGLM 4.7 FlashXWizMicrosoft Defender for CloudChangedagainst: Prisma Cloud, WizOrca Security, Wizagainst: FortiCNAPPAikido Security, Microsoft Defender for Cloudno first choiceagainst: Aqua Security, Data Theorem, FortiCNAPP, Orca Security, Palo Alto Networks – Prisma Cloud, Rapid7 – Nexpose / InsightVM, Wiz
Four alternatives
AWS Security Hub, FortiCNAPP, Microsoft Defender for Cloud, Orca SecurityTwo alternatives
Aikido Security, Orca SecurityFour alternatives
Cloudanix, Microsoft Defender for Cloud, Prisma Cloud, UptycsTwo alternatives
Cloudanix, ProwlerMiniMax M2.5FortiCNAPP, Orca SecurityFortiCNAPP, WizChangedAikido Securityagainst: Prisma CloudARMO Platform, Kubescapeno first choiceagainst: Orca Security, Prisma Cloud, Wiz
Two alternatives
CrowdStrike Falcon Cloud Security, Microsoft Defender for CloudTwo alternatives
Aikido Security, Radware Cloud WAFThree alternatives
Microsoft Defender for Cloud, Orca Security, WizFour alternatives
AWS, Azure, FortiCNAPP, Google CloudTwo alternatives
Orca Security, WizGPT-6 LunaAikido SecurityMicrosoft Defender for CloudChangedMicrosoft Defender for CloudAWS Security Hub, Microsoft Defender for Cloudagainst: Wizno first choiceagainst: AWS Security Hub, CrowdStrike Falcon Cloud Security, Palo Alto's Prisma Cloud/Cortex Cloud
Three alternatives
AWS Security Hub, Google Security Command Center, Microsoft Defender for CloudOne alternative
AWS Security HubFive alternatives
AWS Security Hub, CrowdStrike Falcon Cloud Security, Orca Security, Sysdig Secure, WizOne alternative
Google Security Command CenterMuse Glimmer 30BOrca SecurityMicrosoft Defender for CloudChangedAccuKnox, Cloudanixagainst: Palo Alto Networks Cortex Cloud, Prisma Cloud, WizAikido Securityagainst: FortiCNAPP, Orca Security, Prisma Cloud, WizOrca Security, Wizagainst: CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloud, Wiz
Two alternatives
Microsoft Defender for Cloud, WizTwo alternatives
Aikido Security, Orca SecurityTwo alternatives
Orca Security, Uptycs CNAPPOne alternative
Microsoft Defender for CloudThree alternatives
FortiCNAPP, Prisma Cloud, Sysdig SecureBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:14 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:39 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:00 | yes | 25 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:43 | yes | 36 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:51 | yes | 17 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:05 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:15 | yes | 24 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:43 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:18 | yes | 12 | 79 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:22 | yes | 25 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:32 | yes | 24 | 99 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:39 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:10 | yes | 4 | 26 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:18 | yes | 23 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:22 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:26 | yes | 6 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:29 | yes | 15 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:22 | yes | 18 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:46 | yes | 23 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:06 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:55 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:33 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:42 | yes | 8 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:21 | yes | 19 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:02 | yes | 22 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:52 | yes | 10 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:08 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:45 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:36 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:57 | yes | 8 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:33 | yes | 21 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:35 | yes | 21 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:18 | yes | 20 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:24 | yes | 9 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:46 | yes | 22 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:20 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:57 | yes | 12 | 57 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:11 | yes | 22 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:46 | yes | 24 | 99 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:05 | yes | 15 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:59 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:24 | yes | 22 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:47 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:53 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:12 | yes | 13 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:33 | yes | 24 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:00 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:15 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:44 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:26 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:23 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:47 | yes | 15 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:22 | yes | 13 | 13 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:34 | yes | 15 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:14 | yes | 4 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:02 | yes | 24 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:42 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:26 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:42 | yes | 16 | 32 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:44 | yes | 17 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:29 | yes | 18 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:29 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:26 | yes | 21 | 71 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:54 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:31 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:15 | yes | 19 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:50 | yes | 13 | 126 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:41 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:18 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:33 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:41 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:51 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:59 | yes | 20 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:43 | yes | 22 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:10 | yes | 17 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:54 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:52 | yes | 24 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:11 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:17 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:53 | yes | 23 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:51 | yes | 13 | 133 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:48 | yes | 5 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:27 | yes | 2 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:50 | yes | 21 | 34 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
CrowdStrike Falcon Cloud read as CrowdStrike Falcon Cloud Security
Lacework read as FortiCNAPP
Lacework (FortiCNAPP) read as FortiCNAPP
Lacework (now FortiCNAPP) read as FortiCNAPP
Lacework / FortiCNAPP read as FortiCNAPP
Lacework/FortiCNAPP read as FortiCNAPP
Orca read as Orca Security
Palo Alto read as Palo Alto Networks Cortex Cloud
Palo Alto Cortex Cloud read as Palo Alto Networks Cortex Cloud
Rapid7 read as Rapid7 InsightCloudSec
SentinelOne read as SentinelOne Singularity Cloud Security
Sweet read as Sweet Security
Sysdig read as Sysdig Secure
Tenable read as Tenable Cloud Security
Unresolved, counted raw
Lightspin
OpenCNAPP
Palo Alto Networks Prism Cloud
Palo Alto Networks – Prisma Cloud
Palo Alto's Prisma Cloud/Cortex Cloud
Palo Alto's Prisma/Cortex Cloud
Panoptica
ProwlerPro
Rapid7 – Nexpose / InsightVM
Scout Suite
Uptycs CNAPP
Discontinued, still offered
No shut-down product was recommended here.