Index › Cloud and infrastructure › CSPM › Enterprise › September 2026 Edition

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. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Wiz

Clear leader

58% of first choices, clear leader.

ShowinginAll 67 categories →

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 Cloud31%ContestedStanding →Mid-market

Wiz43%Clear leaderStanding →Enterprise

Wiz58%Clear leaderThis page

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

Wiz18%62endorsed leader

Prisma Cloud23%61accepted challenger

Microsoft Defender for Cloud18%49accepted challenger

Orca Security10%40accepted challenger

CrowdStrike Falcon Cloud Security5%20accepted challenger

Show the two products at 0%, ordered by negative rate

Orca30%10criticized challenger

Tenable Cloud Security8%13accepted 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.

Head to head

Wiz vs Prowler Wiz vs Microsoft Defender for Cloud Prowler vs Microsoft Defender for Cloud

One product takes 58% of first choices here, so the chart would put six markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category. Jump to the standing

02What they warned about

Six of twelve models held their first choice under the paraphrase. Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Kimi K2, 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.

Prisma Cloud

23%

14 of 61 labels negative · 9 of 12 models · 3 hard negative

“A practitioner thread explicitly warns "don't deal with Palo Alto," and the buying guides frame Prisma Cloud as a broad enterprise CNAPP rather than a simple CSPM” Perplexity Sonar, negative prompt

Microsoft Defender for Cloud

18%

9 of 49 labels negative · 8 of 12 models · 1 hard negative

“Why avoid: Designed for single-cloud simplicity, lacking consistent multi-cloud visibility” Grok 4.1 Fast, negative prompt

Wiz

18%

11 of 62 labels negative · 8 of 12 models · 1 hard negative

“**Avoid** pure per-workload vendors (Wiz, Orca) unless you can secure a **contractual price cap**” DeepSeek V4 Flash, budget prompt

AWS Security Hub

57%

4 of 7 labels negative · 4 of 12 models

“**AWS Security Hub** or similar cloud-native starting points, if you operate a **large, multi-cloud estate**... large enterprises should move toward broader platforms” 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. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 969 links across 238 sites, every framing counted. Ranked by the number of answers carrying the site or page.

cloudaware.com

vendor site · Cloudaware53 answers · 58 citations · 10 models

cyberpress.org

40 answers · 47 citations · 10 models

gbhackers.com

37 answers · 39 citations · 10 models

orca.security

vendor site · Orca26 answers · 29 citations · 10 models

expertinsights.com

vendor site · Expert Insights26 answers · 26 citations · 10 models

cybersecuritynews.com

25 answers · 29 citations · 9 models

gartner.com

24 answers · 39 citations · 9 models

complyjet.com

vendor site · ComplyJet24 answers · 24 citations · 10 models

techrepublic.com

21 answers · 21 citations · 9 models

paloaltonetworks.com

vendor site · Palo Alto Networks13 answers · 18 citations · 7 models

worldmetrics.org

13 answers · 13 citations · 8 models

microsoft.com

vendor site · Microsoft12 answers · 15 citations · 6 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.

cloudaware.com/blog/top-cloud-security-posture-management-vendors

53 answers · 10 models

gbhackers.com/best-cspm-compared

37 answers · 10 models

cyberpress.org/cspm-tools-by-business-size-2

31 answers · 10 models

expertinsights.com/cloud-security/the-top-cloud-security-posture-management…

25 answers · 10 models

complyjet.com/blog/best-cspm-tools

24 answers · 10 models

cybersecuritynews.com/best-cspm-tools

24 answers · 9 models

orca.security/resources/blog/best-cspm-tools

23 answers · 9 models

gartner.com/reviews/market/cloud-security-posture-management-tools

22 answers · 8 models

techrepublic.com/article/best-cspm-tools

21 answers · 9 models

cyberpress.org/cspm-tools-by-business-size-2?amp=1

16 answers · 6 models

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 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 4.5Wiz

Three alternatives

Microsoft Defender for Cloud, Orca Security, Prisma Cloud

WizHeld

Two alternatives

Orca Security, Prisma Cloud

no first choiceAWS Security Hub

One alternative

Orca Security

against: Microsoft Defender for Cloud, Prisma Cloud, Wizno first choicenothing named

GPT-5.4 miniWiz

Two alternatives

Microsoft Defender for Cloud, Prisma Cloud

WizHeld

Two alternatives

Microsoft Defender for Cloud, Prisma Cloud

against: AWS Security HubAWS Security Hub, Microsoft Defender for Cloud

Six alternatives

Check Point CloudGuard, CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloud, Tenable Cloud Security, Wiz

CrowdStrike Falcon Cloud Security

Two alternatives

Orca Security, Wiz

no first choicenothing named

Gemini 3.5 FlashOrca Security, Wiz

Three alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma Cloud

WizChanged

Three alternatives

CrowdStrike Falcon Cloud Security, Orca Security, Prisma Cloud

Wiz

Four alternatives

CrowdStrike Falcon Cloud Security, Lacework FortiCNAPP, Orca Security, Prisma Cloud

Aikido Security

Three alternatives

Arctic Wolf Managed CSPM, Group-IB CSPM, Hyperglance

against: Orca Security, Wizno first choiceagainst: AWS Security Hub, Cloud Custodian, Google Security Command Center, Lacework FortiCNAPP, Microsoft Defender for Cloud, Prisma Cloud, Prowler

Perplexity SonarWiz

Three alternatives

Cloudaware, Microsoft Defender for Cloud, Prisma Cloud

WizHeld

Two alternatives

Cloudaware, Prisma Cloud

Wiz

Four alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud

Microsoft Defender for Cloud

One alternative

Prisma Cloud

against: Wizno first choiceagainst: AWS Security Hub, Aikido Security, Microsoft Defender for Cloud, Prisma Cloud, Sweet Security

Grok 4.1 FastWiz

Three alternatives

Microsoft Defender for Cloud, Orca Security, Prisma Cloud

WizHeld

Three alternatives

Microsoft Defender for Cloud, Orca Security, Prisma Cloud

Wiz

Four alternatives

Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma Cloud

Microsoft Defender for Cloud

Two alternatives

AWS Security Hub, Google Security Command Center

against: CrowdStrike, Orca Security, Prisma Cloud, Uptycs, Wizno first choiceagainst: Amazon GuardDuty, Check Point CloudGuard, Cloudflare, Darktrace, Google Security Command Center, Microsoft Defender for Cloud, Prisma Cloud, SentinelOne Singularity Cloud Security, Snyk, Sophos, Sysdig, Tenable Cloud Security

Mistral SmallPrisma Cloud, Wiz

Two alternatives

Cloudaware, Orca Security

Prisma CloudChanged

Eight alternatives

Aqua Security, Cloudaware, Datadog Cloud Security Management, Orca Security, SentinelOne Singularity Cloud Security, Sysdig, Tenable Cloud Security, Wiz

Wiz

Five alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Tenable Cloud Security

Prisma Cloud, Wiz

One alternative

Microsoft Defender for Cloud

no first choiceagainst: CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud

DeepSeek V4 FlashWiz

Three alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma Cloud

WizHeld

Three alternatives

Microsoft Defender for Cloud, Orca Security, Prisma Cloud

Wiz

Five alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Tenable Cloud Security

Prisma Cloud

Three alternatives

CrowdStrike Falcon Cloud Security, Datadog Cloud Security Management, Microsoft Defender for Cloud

against: Orca, Wizno first choiceagainst: CrowdStrike, Microsoft Defender for Cloud, Orca Security, Prisma Cloud, Rapid7, Wiz, Zscaler

Llama 4 Maverickno first choiceWizChanged

One alternative

Prisma Cloud

no first choicePrisma Cloudno first choiceagainst: Prisma Cloud

Qwen 3.7 FlashWiz

Two alternatives

Orca Security, Prisma Cloud

against: Microsoft Defender for CloudWizHeld

Two alternatives

Microsoft Defender for Cloud, Prisma Cloud

Wiz

Three alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security

against: Prisma CloudOrca Security, Wizagainst: Prisma CloudWiz

Three alternatives

Microsoft Defender for Cloud, Orca, Prisma Cloud

against: AWS Security Hub, Google Security Command Center, Microsoft Defender for Cloud, Orca Security, Prisma Cloud

Kimi K2Wiz

Two alternatives

Orca Security, Prisma Cloud

Prisma Cloud, WizChanged

One alternative

Orca Security

Wiz

Four alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud

Microsoft Defender for Cloud

One alternative

Prisma Cloud

against: Orca, WizWiz

Three alternatives

Microsoft Defender for Cloud, Orca Security, Prisma Cloud

against: Lacework FortiCNAPP, Wiz

GLM 4.7 FlashXWiz

Four alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Prisma Cloud, Tenable Cloud Security

Microsoft Defender for CloudChanged

Three alternatives

Orca Security, Prisma Cloud, Wiz

no first choiceMicrosoft Defender for Cloud

One alternative

Uptycs

against: Prisma Cloud, Snyk, Wizno first choiceagainst: Microsoft Defender for Cloud, Prisma Cloud, Snyk, Wiz

MiniMax M2.5Prisma Cloud, Wiz

Three alternatives

CrowdStrike, Microsoft Defender for Cloud, Orca

WizChanged

Three alternatives

Microsoft Defender for Cloud, Orca Security, Prisma Cloud

Prisma Cloud, Wiz

Four alternatives

CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Tenable Cloud Security

Cloudflare CASB

Two alternatives

CSPM.io, Microsoft Defender for Cloud

against: DigitalOcean CSPM, Orca, Prisma Cloud, Sonrai, Wizno first choiceagainst: Darktrace, Prisma Cloud, Snyk

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.

Prompt	Model	Version string	Time (UTC)	Searched	Sources	Latency
Direct recommendation	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 13:50	yes	14	11 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 12:22	yes	2	8 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 11:10	yes	19	26 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-17 11:08	yes	20	6 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 10:04	yes	34	18 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 10:15	yes	9	8 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 12:48	yes	18	17 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 09:46	yes	5	3 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 12:29	no	0	30 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 10:36	yes	15	29 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 12:27	yes	15	135 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 11:08	yes	9	27 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 10:04	yes	14	12 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 12:53	yes	4	4 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 11:21	yes	13	21 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-17 13:02	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 13:26	yes	32	18 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 09:25	yes	5	4 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 09:49	yes	11	16 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 12:12	yes	5	2 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 11:41	yes	15	54 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 13:28	yes	19	30 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 10:06	yes	17	139 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 13:19	yes	15	45 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 13:42	yes	15	11 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 11:02	yes	4	13 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 12:06	yes	21	35 s
Comparative	Perplexity Sonar	`sonar`	2026-09-17 13:36	yes	20	8 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 10:54	yes	27	14 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 10:27	yes	5	9 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 10:54	yes	20	28 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 12:55	yes	5	3 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 10:32	yes	5	38 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 12:48	yes	8	33 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 10:20	yes	7	18 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 11:54	yes	10	22 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 09:23	yes	27	12 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 12:14	yes	3	7 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 13:16	yes	17	34 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-17 09:44	yes	20	4 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 10:41	yes	34	22 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 09:27	yes	5	6 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 12:52	yes	27	36 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 11:20	yes	5	2 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 12:31	yes	15	96 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 11:57	yes	23	37 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 12:16	yes	22	194 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 09:30	yes	19	55 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 11:18	yes	27	15 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 12:07	no	0	12 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 11:17	no	0	17 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-17 10:24	yes	20	9 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 12:05	yes	15	10 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 09:49	no	0	10 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 13:10	yes	18	30 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 09:54	yes	5	4 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 09:53	yes	10	49 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 12:30	yes	19	35 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 10:03	yes	29	166 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 11:04	yes	10	22 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 11:48	yes	18	9 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 13:39	yes	4	8 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 10:29	yes	22	27 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-17 10:46	yes	20	10 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 13:39	yes	17	17 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 12:57	yes	13	12 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 13:43	yes	25	40 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 10:31	yes	5	3 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 12:40	yes	10	54 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 09:39	yes	26	77 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 10:44	yes	30	147 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 13:09	yes	24	56 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

Datadog read as Datadog Cloud Security Management

FortiCNAPP read as Lacework FortiCNAPP

Fortinet (Lacework FortiCNAPP) read as Lacework FortiCNAPP

Fortinet (Lacework) read as Lacework FortiCNAPP

Lacework read as Lacework FortiCNAPP

Lacework (Now Fortinet) read as Lacework FortiCNAPP

Lacework (now FortiCNAPP) read as Lacework FortiCNAPP

Microsoft Defender read as Microsoft Defender for Cloud

Palo Alto read as Prisma Cloud

Palo Alto (Prisma Cloud) read as Prisma Cloud

Palo Alto Networks (Prisma Cloud / Cortex Cloud) read as Prisma Cloud

Palo Alto Networks (Prisma Cloud) read as Prisma Cloud

SentinelOne read as SentinelOne Singularity Cloud Security

Tenable read as Tenable Cloud Security

Unresolved, counted raw

AppOmni

Arctic Wolf Managed CSPM

CloudNative

DigitalOcean CSPM

Group-IB CSPM (Unified Risk Platform)

Obsidian

Sonrai

Discontinued, still offered

No shut-down product was recommended here.

Cloud security posture management for enterprise buyers

By buyer segment

01The standing

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in cloud and infrastructure