IT AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Cloud and infrastructure CNAPP › Enterprise September 2026 Edition

Cloud-native application protection for enterprise buyers

Asked as “CNAPP”, and as “cloud-native application protection platform”, on behalf of an enterprise B2B company. 39 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
49% of first choices, clear leader.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Wiz49%16%58endorsed leader
02Microsoft Defender for Cloud28%10%49accepted challenger
03Prisma Cloud13%20%45accepted challenger
04Orca Security8%12%32accepted challenger
05Check Point CloudGuard3%10%10accepted challenger
Show the four products at 0%, ordered by negative rate
09FortiCNAPP0%46%13criticized challenger
08Aqua Security0%31%13criticized challenger
07Sysdig0%12%26accepted challenger
06CrowdStrike Falcon Cloud Security0%5%21accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Wiz49%
02Microsoft Defender for Cloud28%
03Prisma Cloud13%
04Orca Security8%
05Check Point CloudGuard3%
06CrowdStrike Falcon Cloud Security0%
07Sysdig0%
08Aqua Security0%
09FortiCNAPP0%

02What they warned about

Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Wiz
16%
9 of 58 labels negative · 8 of 12 models · 1 hard negative
“**Avoid Wiz and Palo Alto Cortex Cloud** for predictability” Claude Haiku 4.5, budget prompt
FortiCNAPP
46%
6 of 13 labels negative · 6 of 12 models · 1 hard negative
“**Avoid** Lacework (if you're not a Fortinet shop)” DeepSeek V4 Flash, negative prompt
Prisma Cloud
20%
9 of 45 labels negative · 5 of 12 models · 1 hard negative
“**Avoid** ... Prisma Cloud (if you're not already in the Palo Alto ecosystem) **as a primary platform**” DeepSeek V4 Flash, negative prompt
Microsoft Defender for Cloud
10%
5 of 49 labels negative · 5 of 12 models
“Strong in Azure, but one review notes **limited AWS/GCP depth**, so it is less attractive as a primary platform for broad multi-cloud estates.” Perplexity Sonar, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

68 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 919 links across 187 sites, every framing counted. Ranked by the number of answers carrying the site or page.

43 answers · 53 citations · 10 models
30 answers · 33 citations · 9 models
vendor site · Expert Insights30 answers · 30 citations · 10 models
vendor site · AccuKnox26 answers · 37 citations · 10 models
25 answers · 27 citations · 10 models
24 answers · 34 citations · 10 models
vendor site · Aikido21 answers · 21 citations · 9 models
19 answers · 32 citations · 8 models
19 answers · 19 citations · 9 models
vendor site · SentinelOne18 answers · 23 citations · 9 models
17 answers · 23 citations · 6 models
vendor site · Orca17 answers · 21 citations · 8 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.

04How 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.
ModelDirect“What is the best CNAPP for an enterprise B2B company?”Paraphrase“Which cloud-native application protection platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade CNAPPs and how do they differ?”Budget-constrained“What is the best CNAPP for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a CNAPP. What should we look at?”Negative“Which CNAPPs should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Wiz
Four alternativesMicrosoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig
Prisma CloudChanged
Two alternativesMicrosoft Defender for Cloud, Wiz
Wiz
Two alternativesAccuKnox, Prisma Cloud
Orca Security
One alternativeMicrosoft Defender for Cloud
against: Palo Alto Networks Cortex Cloud, Wiz
no first choicenothing named
GPT-5.4 miniWiz
Four alternativesCheck Point CloudGuard, CrowdStrike Falcon Cloud Security, Prisma Cloud, Sysdig
Microsoft Defender for CloudChanged
Two alternativesPrisma Cloud, Wiz
Microsoft Defender for Cloud, Palo Alto Networks Cortex Cloud
Four alternativesAqua Security, CrowdStrike Falcon Cloud Security, Sysdig, Wiz
Microsoft Defender for Cloud
One alternativeSysdig Secure
no first choicenothing named
Gemini 3.5 FlashOrca Security, Wiz
Two alternativesPrisma Cloud, Sysdig Secure
WizChanged
Five alternativesAccuKnox, CrowdStrike Falcon Cloud Security, Orca Security, Palo Alto Networks, Sysdig Secure
Orca Security, Wiz
Four alternativesCrowdStrike, Microsoft Defender for Cloud, Palo Alto Networks, Sysdig Secure
Orca Security
Three alternativesMicrosoft Defender for Cloud, Upwind, Wiz
against: GitHub Advanced Security, Palo Alto Networks, Snyk
no first choiceagainst: FortiCNAPP, Palo Alto Networks, Wiz
Perplexity SonarWiz
Two alternativesMicrosoft Defender for Cloud, Prisma Cloud
WizHeld
Three alternativesCrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma Cloud
Wiz
Five alternativesCrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Palo Alto Prisma Cloud / Cortex Cloud, Sysdig Secure
Microsoft Defender for Cloud
Three alternativesPalo Alto Networks Cortex Cloud, Prisma Cloud, Wiz
no first choiceagainst: FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Wiz
Grok 4.1 FastWiz
Two alternativesOrca Security, Prisma Cloud
WizHeld
One alternativePrisma Cloud
Wiz
Five alternativesCrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig
Microsoft Defender for Cloud
One alternativeWiz
against: Aqua Security, Prisma Cloud, Sysdig
no first choiceagainst: Aqua Security, FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Wiz
Mistral SmallWiz
Three alternativesMicrosoft Defender for Cloud, Prisma Cloud, Sysdig Secure
Prisma CloudChanged
Three alternativesMicrosoft Defender for Cloud, SentinelOne Singularity, Wiz
Microsoft Defender for Cloud, Wiz
Two alternativesOrca Security, Prisma Cloud
Microsoft Defender for Cloud
Two alternativesPrisma Cloud, Wiz
no first choiceagainst: AWS GuardDuty/Security Hubnothing named
DeepSeek V4 FlashWiz
Four alternativesCrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud
WizHeld
Three alternativesCrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma Cloud
against: Orca Security
Wiz
Five alternativesCrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig
Microsoft Defender for Cloud
Two alternativesCrowdStrike Falcon Cloud Security, Orca Security
against: Prisma Cloud, Wiz
no first choiceagainst: AWS Security Hub, Check Point CloudGuard, FortiCNAPP, Google Security Command Center, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Trend Micro Cloud One, Wiz
Llama 4 Maverickno first choiceno first choiceHeldno first choicePrisma Cloud
Three alternativesMicrosoft Defender for Cloud, Sysdig, Wiz
no first choicenothing named
Qwen 3.7 FlashWiz
Three alternativesMicrosoft Defender for Cloud, Palo Alto Networks, Trend Micro
against: AWS Security Hub
WizHeld
Three alternativesCrowdStrike, Microsoft Defender for Cloud, Palo Alto Networks
Wiz
Five alternativesAqua Security, Microsoft, Orca Security, Palo Alto Networks, Sysdig
Microsoft Defender for Cloudagainst: Orca Security, Prisma Cloud, Wizno first choiceagainst: FortiCNAPP, Prisma Cloud
Kimi K2Wiz
Three alternativesMicrosoft Defender for Cloud, Orca Security, Prisma Cloud
WizHeld
Three alternativesMicrosoft Defender for Cloud, Orca Security, Prisma Cloud
Wiz
Seven alternativesAqua Security, Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig
Microsoft Defender for Cloud
Two alternativesOrca, Wiz
against: Aqua Security, Prisma Cloud, Sysdig
Wiz
Three alternativesCrowdStrike Falcon Cloud Security, Orca Security, Palo Alto Networks Cortex Cloud
against: CrowdStrike Falcon Cloud Security, FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Upwind, Wiz
GLM 4.7 FlashXMicrosoft Defender for Cloud, Wiz
Eight alternativesCheck Point CloudGuard, CrowdStrike Falcon Cloud Security, Data Theorem, Orca Security, Prisma Cloud, Rapid7 InsightCloudSec, SentinelOne Singularity Cloud Security, Sysdig
Prisma Cloud, WizChanged
Two alternativesCrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud
no first choiceMicrosoft Defender for Cloud
Three alternativesOrca, Prisma Cloud, Wiz
against: Aqua Security, CrowdStrike, Sysdig, Tenable Cloud Security, Zscaler
no first choiceagainst: Microsoft Defender for Cloud, Prisma Cloud, Uptycs, Upwind, Wiz
MiniMax M2.5Microsoft Defender for Cloud, Wiz
One alternativePrisma Cloud
Prisma CloudChanged
Two alternativesMicrosoft Defender for Cloud, Wiz
Wiz
Five alternativesCrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Sysdig
Check Point CloudGuard
Two alternativesPalo Alto Networks Cortex Cloud, Wiz
no first choicenothing named
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:02yes910 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 10:45yes16 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:45yes1736 s
Direct recommendationPerplexity Sonarsonar2026-09-17 10:52yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:30yes2915 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 11:02yes1111 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 12:32yes1417 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 09:30yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:35no060 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:54yes1425 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:30yes8110 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:25yes513 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:36yes159 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 10:04yes27 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:34yes1428 s
ParaphrasePerplexity Sonarsonar2026-09-17 09:27yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:04yes4218 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 10:33yes88 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:38yes2026 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:42yes54 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:30no042 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:44yes2031 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:56yes28213 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:24yes1545 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:44yes1611 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:19yes78 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:23yes3129 s
ComparativePerplexity Sonarsonar2026-09-17 12:32yes207 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:40yes3418 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 13:29yes610 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:38yes1421 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:37yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 12:27yes1253 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:15yes2044 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:47yes8117 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:44yes1025 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:49yes1710 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 10:37yes36 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:43yes16132 s
Budget constrainedPerplexity Sonarsonar2026-09-17 10:53yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 09:22yes1915 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 13:12yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:31yes1926 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:05yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:11yes1565 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:14yes1743 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:54yes10120 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:51yes1551 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:21yes1813 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:50no09 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:44yes627 s
Scale constrainedPerplexity Sonarsonar2026-09-17 10:39yes1912 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:28yes1913 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 10:29no09 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:50yes921 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:19yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:18yes1558 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:35yes2441 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:50yes1954 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:00yes938 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:58yes1710 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:00yes56 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:50yes2028 s
Negative framingPerplexity Sonarsonar2026-09-17 10:49yes209 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:48yes4122 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 14:15yes57 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 13:42yes2640 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:47yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:27yes939 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:34yes2944 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:29yes3295 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 14:00yes531 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Aqua read as Aqua Security
CrowdStrike Falcon read as CrowdStrike Falcon Cloud Security
CrowdStrike Falcon Cloud read as CrowdStrike Falcon Cloud Security
Fortinet (Lacework) read as FortiCNAPP
Lacework read as FortiCNAPP
Lacework (Fortinet) read as FortiCNAPP
Lacework / FortiCNAPP read as FortiCNAPP
Lacework/Fortinet read as FortiCNAPP
Palo Alto Cortex Cloud read as Palo Alto Networks Cortex Cloud
Rapid7 read as Rapid7 InsightCloudSec
SentinelOne read as SentinelOne Singularity Cloud Security
Tenable read as Tenable Cloud Security
Unresolved, counted raw
SecPod Saner CNAPP
Discontinued, still offered
No shut-down product was recommended here.
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