Cloud Infrastructure Management and Security in AI answers

Data as of Oct 22, 2026Based on 1,795 AI responsesReviewed by Dimitry Apollonsky

AI summary

Wiz holds a narrow lead over AWS, earning frequent recommendations for multi-cloud security posture management and configuration scanning. AWS is instead the usual answer when buyers seek to generate secure, multi-region network setups.

What’s changing · since July

Since July, Backstage dropped from being the most named option for compliance checks to being named occasionally, while Racknfalling and Upwindfalling dropped out of automation and hybrid visibility answers entirely.

Most-mentioned brands

Rank and Mentioned in · since Jul 5

#	Brand	Mentioned in	Recommended for
1	Wiz 34% agentless multi-cloud misconfiguration scanning and posture management	34%	agentless multi-cloud misconfiguration scanning and posture management
2	AWS Amazon product line 29% broad cloud hosting and automated multi-region network infrastructure	29%	broad cloud hosting and automated multi-region network infrastructure
2	Terraform 28% cross-cloud infrastructure as code provisioning and golden image creation	28%	cross-cloud infrastructure as code provisioning and golden image creation
4	Microsoft Defender for Cloud Microsoft product line 26% hybrid and Azure-heavy cloud security monitoring and posture management	26%	hybrid and Azure-heavy cloud security monitoring and posture management
5	Microsoft Azure Microsoft product line 23% enterprise CASB visibility into shadow IT usage and hybrid workloads	23%	enterprise CASB visibility into shadow IT usage and hybrid workloads
5	Orca Security 22% agentless posture scanning and deep visibility into IAM misconfigurations	22%	agentless posture scanning and deep visibility into IAM misconfigurations
7	Prisma Cloud Palo Alto Networks product line 16% code-to-cloud CNAPP coverage and runtime protection across multi-cloud environments	16%	code-to-cloud CNAPP coverage and runtime protection across multi-cloud environments
8	OpenTofu 14% open-source infrastructure as code provisioning with minimal vendor lock-in	14%	open-source infrastructure as code provisioning with minimal vendor lock-in
8	AWS Security Hub Amazon product line 13% native posture assessment and centralized compliance findings across AWS accounts	13%	native posture assessment and centralized compliance findings across AWS accounts
10	Google Cloud Alphabet product line 12%	12%
10	Palo Alto Networks 12% enterprise compliance controls, code scanning, and hybrid security monitoring	12%	enterprise compliance controls, code scanning, and hybrid security monitoring
10	Open Policy Agent 11%	11%
10	Pulumi 11%	11%
14	Microsoft 10%	10%
14	Checkov 10%	10%
14	Google Cloud Platform Alphabet product line 9%	9%
14	Google Cloud Security Command Center Alphabet product line 9%	9%
14	Sysdig 9%	9%
19	CrowdStrike Falcon Cloud Security CrowdStrike product line 8%	8%
20	Ansible 7%	7%
20	Drata 7%	7%
20	Vanta 6%	6%
20	Okta 6%	6%
20	AWS CloudFormation Amazon product line 6%	6%
25	Prowler 5%	5%
25	CrowdStrike 5%	5%
25	Kubernetes 5%	5%
25	Palo Alto Networks Prisma Palo Alto Networks product line 5%	5%
25	Trivy 5%	5%
25	Google Workspace Alphabet product line 5%	5%
25	Azure Bicep Microsoft product line 5%	5%
25	Azure Policy Microsoft product line 5%	5%
25	AWS Config Amazon product line 5%	5%
25	GitHub Actions GitHub product line 5%	5%
25	Microsoft Entra Connect Sync Microsoft product line 5%	5%
25	SecureFrame 5%	5%
37	Gitlab 4%	4%
37	Microsoft Sentinel Microsoft product line 4%	4%
37	Tfsec 4%	4%
37	Amazon GuardDuty Amazon product line 4%	4%
37	AWS CloudTrail Amazon product line 4%	4%
37	Puppet Owned by Perforce 4%	4%
37	Aqua Security 4%	4%
37	Crossplane 4%	4%
37	Snyk 4%	4%
37	Chef 4%	4%
47	Datadog 3%	3%
47	Splunk Owned by Cisco 3%	3%
47	HashiCorp Sentinel HashiCorp product line 3%	3%
47	AWS Cloud Development Kit (CDK) Amazon product line 3%	3%
47	GitLab CI GitLab product line 3%	3%
47	GitHub 3%	3%
47	HashiCorp Packer HashiCorp product line 3%	3%
47	SentinelOne 3%	3%
47	GitHub Copilot GitHub product line 3%	3%
47	HashiCorp Terraform HashiCorp product line 3%	3%
57	HashiCorp Vault HashiCorp product line 2%	2%
57	Salt Project 2%	2%
57	Red Hat Ansible Automation Platform IBM product line 2%	2%
57	Falco 2%	2%
57	Tenable 2%	2%
57	Netskope 2%	2%
57	Conftest 2%	2%
57	AWS Organizations Amazon product line 2%	2%
57	Port 2%	2%
57	Amazon S3 Amazon product line 2%	2%
57	Jamf 2%	2%
57	Microsoft Defender for Cloud Apps Microsoft product line 2%	2%
57	Azure Monitor Microsoft product line 2%	2%
57	AWS Secrets Manager Amazon product line 2%	2%
57	Azure Key Vault Microsoft product line 2%	2%
57	AWS CodeWhisperer Amazon product line 2%	2%
57	Red Hat Owned by IBM 2%	2%
57	Tenable Cloud Security Tenable product line 2%	2%
57	Palo Alto Networks Cortex Cloud Palo Alto Networks product line 2%	2%
57	Cursor 2%	2%
77	Splunk Enterprise Security Cisco product line 2%	2%
77	Claude Code Action Anthropic product line 2%	2%
77	Backstage 2%	2%
77	Slack Salesforce product line 2%	2%
77	Sprinto 2%	2%
77	Atlassian 2%	2%
77	Humanitec 2%	2%
77	Jenkins 2%	2%
77	National Institute of Standards and Technology (NIST) Owned by U.S. Department of Commerce 2%	2%
77	Skyhigh Security 2%	2%
77	Amazon EC2 Image Builder Amazon product line 2%	2%
77	AWS IAM Identity Center Amazon product line 2%	2%
77	AWS Systems Manager Amazon product line 2%	2%
77	Iru 2%	2%
77	Amazon EventBridge Amazon product line 2%	2%
77	Google Cloud Secret Manager Alphabet product line 2%	2%
77	AWS Control Tower Amazon product line 1%	1%
77	Dependabot GitHub product line 1%	1%
77	Microsoft OneDrive Microsoft product line 1%	1%
77	Azure Arc Microsoft product line 1%	1%
77	Azure Cost Management + Billing Microsoft product line 1%	1%
77	Digitalocean 1%	1%
77	Box 1%	1%
77	Azure Image Builder Microsoft product line 1%	1%

Who leads each AI engine

ChatGPT SearchChatGPT Search: =1AWS Wiz Terraform
Google AI ModeGoogle AI Mode: Wiz

Mentioned in on each engineChatGPT SearchGoogle AI Mode

Widest split: Microsoft Defender for Cloud, 30% on ChatGPT Search and 21% on Google AI Mode.

Mentioned in on each AI engine, by brand
Brand	ChatGPT Search	Google AI Mode
Wiz	31%	36%
AWS	33%	25%
Terraform	30%	25%
Microsoft Defender for Cloud	30%	21%
Orca Security	18%	27%
Microsoft Azure	27%	20%
Prisma Cloud	13%	18%
AWS Security Hub	20%	Outside Google AI Mode's top 25
OpenTofu	14%	14%
Palo Alto Networks	8%	16%

Market map

Mentioned in · since Jul 5

Leading brands by topic

Simple infrastructure for developersFew answersLed byDigitalocean
Network configuration generationLed byTerraform
Container runtime threat detectionFew answersLed bySysdig
Infrastructure-as-code reviewLed byGitHub Copilot
Multi-cloud IAM misconfiguration detectionLed byWiz
Infrastructure as code provisioningLed byPulumi
Kubernetes environment securityLed bySysdig
Visibility into shadow IT usageTied:NetskopeMicrosoft Defender for Cloud Apps
Multi-cloud security managementTied:WizOrca Security
Iac compliance scanningTied:Open Policy AgentCheckov
SOC 2 compliance automationTied:DrataVanta
Hybrid cloud management and governanceTied:AWSMicrosoft Azure
Multi-cloud misconfiguration remediationTied:Orca SecurityWiz
Endpoint detection and responseLed byCrowdStrike
Iac policy and drift controlLed byFirefly
AI and data analytics infrastructureLed byAlphabet
Security breach monitoringLed byDatadog
Creating golden machine images for both cloud and on-premise deploymentsLed byHashiCorp
Cloud storage with desktop integrationLed byMicrosoft
Iac tool learning for cloud engineersLed byTerraform
SOC 2 compliance preparationLed byAmazon

The 5 brands that lead or place most often

Topic	Wiz	AWS	Orca Security	Sysdig	Terraform
Led by Wiz 1
Multi-cloud IAM misconfiguration detection		Not named			Not named
Led by Sysdig 2
Container runtime threat detection	Not named	Not named	Not named		Not named
Kubernetes environment security		Not named			Not named
Led by Terraform 1
Network configuration generation	Not named		Not named	Not named
Tied: Netskope and Microsoft Defender for Cloud Apps 1
Visibility into shadow IT usage				Not named
Tied: Wiz and Orca Security 2
Multi-cloud misconfiguration remediation					Not named
Multi-cloud security management					Not named
Tied: Open Policy Agent and Checkov 1
Iac compliance scanning			Not named	Not named
Tied: Drata and Vanta 1
SOC 2 compliance automation				Not named
Led by Pulumi 1
Infrastructure as code provisioning	Not named	Not named	Not named	Not named
Tied: AWS and Microsoft Azure 1
Hybrid cloud management and governance			Not named	Not named
Led by GitHub Copilot 1
Infrastructure-as-code review			Not named	Not named
Led by Digitalocean 1
Simple infrastructure for developers	Not named	Not named	Not named	Not named	Not named
Tied: AWS, Microsoft Defender for Cloud, Google Cloud Security Command Center, Google Cloud, AWS Security Hub and Microsoft Sentinel 1
Security breach monitoring
Led by HashiCorp Packer 1
Creating golden machine images for both cloud and on-premise deployments	Not named		Not named	Not named
Tied: Pulumi and OpenTofu 1
Iac tool learning for cloud engineers	Not named		Not named	Not named

leads second or third named lowerblank: not named

Questions by topic16

Multi-cloud IAM misconfiguration detection
- What's a good cloud security posture management (CSPM) tool for a multi-cloud environment that highlights IAM misconfigurations?
- I need a CSPM solution that works across multiple clouds and specifically flags issues with IAM settings. Can you recommend some?
- What are the best options for multi-cloud security posture management that focus on detecting IAM misconfigurations?
Visibility into shadow IT usage
- I need to audit my cloud infrastructure to find unauthorized services; how can I detect shadow IT?
- What tools can help me audit my cloud environment to uncover unauthorized services and shadow IT?
- I need a cloud access security broker that provides visibility into shadow IT usage.
Kubernetes environment security
- How can I improve the security posture of my entire Kubernetes environment within our cloud infrastructure?
- We need to boost the security posture across our whole Kubernetes deployment in our cloud environment; what tools or strategies should we use?
- We need to strengthen security across our whole Kubernetes environment hosted in the cloud. What tools or strategies should we look at?
Multi-cloud security management
- What are the best tools for managing security across multiple cloud environments?
- Which platforms are recommended for handling security management in a multi-cloud setup?
- What platforms allow for unified security management when you have workloads running on multiple cloud platforms?
Container runtime threat detection
- How can I implement threat detection for my container runtimes to secure my cloud infrastructure?
- I need to secure my cloud infrastructure by monitoring container runtimes for potential threats. What are the best practices for this?
- I need to secure my cloud infrastructure by monitoring container runtimes for malicious activity. What solutions should I look at?
Iac compliance scanning
- What are the best practices for performing compliance scanning on infrastructure as code files before they are deployed to the cloud?
- I need to implement compliance checks for IaC files before they go live in the cloud. What are the recommended best practices?
- I need to scan my IaC files for compliance issues before pushing them to the cloud. What are the recommended steps?
SOC 2 compliance automation
- I need to automate our SOC 2 compliance process for our cloud infrastructure. What tools or approaches can help streamline this?
- How can I automate SOC 2 compliance tasks within our cloud environment?
- Are there any platforms that help automate the SOC 2 compliance process specifically for cloud infrastructure?
Infrastructure as code provisioning
- Which infrastructure as code provisioning platforms are best for managing and securing cloud infrastructure?
- What are the recommended infrastructure as code tools for provisioning that also handle cloud infrastructure management and security?
- We are looking for infrastructure as code solutions to provision, manage, and secure our cloud infrastructure. Which ones should we consider?
Hybrid cloud management and governance
- I need to implement governance and management across my hybrid cloud infrastructure, what should I look for?
- We are setting up governance and management for our hybrid cloud setup. What capabilities are essential?
- Which criteria matter most when choosing a solution for hybrid cloud governance and management?
Network configuration generation
- How can I generate secure network configuration files for my cloud environment based on my current architecture requirements?
- What is the best way to automate the generation of secure network configurations for my cloud infrastructure, given my specific architectural needs?
- I need to set up a secure, multi-region network. What's an AI that can generate the optimal VPC, subnet, and firewall rule configurations based on our architecture?
Infrastructure-as-code review
- Which assistant is best for infrastructure-as-code reviews?
- I'm looking for an AI assistant to audit my infrastructure-as-code configurations. Any suggestions?
- I'm looking for an assistant to help with infrastructure-as-code reviews. What are my best options?
Multi-cloud misconfiguration remediation
- Which Cloud Security Posture Management (CSPM) tool is the best for a multi-cloud environment to find and remediate misconfigurations?
- I need to manage security across several cloud platforms. What is the top tool for identifying and fixing misconfigurations in a multi-cloud setup?
- I need a CSPM tool that handles multi-cloud environments and can both detect and fix misconfigurations. What are the top options?
Simple infrastructure for developers
- I am looking for developer-friendly infrastructure solutions that are easy to use. What should I look for?
- I need infrastructure tools that developers find easy to work with. What features should I prioritize?
- What features make infrastructure tools truly developer-friendly and simple to implement?
Security breach monitoring
- How can I set up continuous monitoring to detect security breaches in my cloud infrastructure?
- What tools or processes should I use to ensure my cloud infrastructure is constantly monitored for security threats and breaches?
- What tools or strategies should I use for continuous security monitoring of my cloud environment to catch potential breaches?
Creating golden machine images for both cloud and on-premise deployments
- Which immutable infrastructure tool is best for creating golden machine images for both cloud and on-premise deployments?
- We are looking for an immutable infrastructure solution to standardize golden machine images across our cloud and on-premise infrastructure.
- What is the top-rated immutable infrastructure software for generating golden images that work in both cloud and local data centers?
Iac tool learning for cloud engineers
- What's the best IaC (Infrastructure as Code) tool for a Cloud Engineer to learn in 2024?
- For a Cloud Engineer in 2024, what is the most recommended Infrastructure as Code tool to master?
- For someone working in cloud engineering, what is the top IaC technology to master in 2024?

Best CNAPP/CSPM for early cloud security coverage?
What is the best tool for continuously scanning our cloud infrastructure configuration for deviations from security benchmarks?
For a hybrid environment with on-prem and cloud, which security platforms offer unified visibility across both?
Best IaC platform for policy and drift control?
What is the best cloud provider?
What is the best cloud-native application protection platform (CNAPP) for securing our entire Kubernetes environment?
My goal is to automate our data center operations. What is the best infrastructure automation platform that supports both legacy systems and modern cloud APIs?
Best default-secure cloud setup for an early-stage startup?
How can we enforce security standards without slowing down devs? What platform allows us to bake compliance checks into the service creation templates?
What's the best Infrastructure-as-Code tool for managing a multi-cloud setup with minimal vendor lock-in?
Best cloud posture check during diligence?
My goal is to manage security across our multi-cloud footprint. What is the best Cloud Native Application Protection Platform (CNAPP)?
Tired of manually provisioning servers. As a SysAdmin, which configuration management tool should I learn first?
For a company preparing for SOC 2, which security tools and services are most critical to implement first to satisfy auditor expectations?

Sources AI cites99

47% of citations point at the ranked brands’ own sites. youtube.com, gartner.com, reddit.com are the most-cited sites outside the ranked brands’ own domains.

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- Best CSPM Tools: Defender vs Wiz vs Orca vs Prisma · 2% (opens in a new tab)
- Wiz vs Orca vs Lacework/FortiCNAPP: CSPM Comparison 2026 · 1% (opens in a new tab)
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- The Top Cloud Security Posture Management Tools for 2026 — BestDefense · 1% (opens in a new tab)
- The Top Cloud Security Tools for 2026: A Category Guide · <1% (opens in a new tab)
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- 10 Best Cloud Security Scanning Tools in 2026 | ImmuniWeb · 1% (opens in a new tab)
- Best Cloud Security Scanning Tools & CSPM (2026) - ImmuniWeb · <1% (opens in a new tab)
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- CSPM Tools in 2026: Wiz, Prisma, Orca, Lacework, and the Cloud-Native Choice | Valtik Studios · 1% (opens in a new tab)
- CNAPP Buyer Guide 2026: Wiz vs Orca vs Prisma Cloud vs Lacework vs Sysdig | Valtik Studios · <1% (opens in a new tab)
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- CSPM Tools Compared: Best Cloud Security Posture Management Solutions [2026] | DapriPro® · 1% (opens in a new tab)
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Cloud Infrastructure Management and Security in AI answers

Is your brand in this ranking?

Most-mentioned brands

Market map

Leading brands by topic

Questions by topic16

Sources AI cites99

Cloud Infrastructure & DevOps Platforms

Secure Cloud Storage and File Sharing

See where your brand stands in this ranking

See where your brand stands in this ranking

Most-mentioned brands

Market map

Leading brands by topic

Questions by topic16

Sources AI cites99

Related markets

Cloud Infrastructure & DevOps Platforms

Secure Cloud Storage and File Sharing

See where your brand stands in this ranking

See where your brand stands in this ranking