Best AI Security Solutions Software

How Many AI Security Solutions Software Products Does G2 Track?

Total Products under this Category: 398

Category Stats (Nov 2026)

  • Average Rating: 4.59/5 (↑0.02 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Arcjet (+0.54%) - Among all products in this category, Arcjet recorded the largest rating increase compared to last month

Last updated: November 03, 2026

How Does G2 Rank AI Security Solutions Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 3,200+ Authentic Reviews
  • 398+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for AI Security Solutions Software

G2 Grid® for AI Security Solutions Software plotting products by satisfaction and market presence

Highlighted products: Microsoft Defender for Cloud, Google Cloud Model Armor, Orca Security, Wiz, Zscaler Internet Access, Airia, Cato SASE Cloud, and Securiti.

Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-security-solutions/grids.json?focus%5B%5D=microsoft-defender-for-cloud&focus%5B%5D=google-cloud-model-armor&focus%5B%5D=orca-security&focus%5B%5D=wiz-wiz&focus%5B%5D=zscaler-internet-access&focus%5B%5D=airia&focus%5B%5D=cato-networks-cato-sase-cloud&focus%5B%5D=securiti)

Microsoft Defender for Cloud

Microsoft Defender for Cloud is a cloud native application protection platform for multicloud and hybrid environments with comprehensive security across the full lifecycle, from development to runtime.

Average Rating: 4.4/5.0

Total Reviews: 432

Who Is the Company Behind Microsoft Defender for Cloud?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT
  • Phone: +1 (877) 276-2464

Who Uses This Product?

  • Who Uses This: Saas Consultant, Software Engineer
  • Top Industries: Information Technology and Services, Computer & Network Security
  • Company Size: 38% Medium, 35% Large

What Do G2 Reviewers Say About Microsoft Defender for Cloud?

AI-generated summary from verified user reviews

Pros
  • Users value the robust security features of Microsoft Defender for Cloud, effectively protecting against diverse cyber threats.
  • Users appreciate the comprehensive security of Microsoft Defender for Cloud, effectively protecting against various cyber threats.
  • Users praise the robust security features of Microsoft Defender for Cloud, enhancing threat detection and prevention effectively.
  • Users appreciate the security alerts from Microsoft Defender for Cloud, enhancing their overall cloud security experience.
  • Users value the effective threat detection of Microsoft Defender for Cloud, ensuring robust security for their cloud resources.
Cons
  • Users find the complexity of configuration in Microsoft Defender for Cloud challenging, affecting their overall experience.
  • Users note that while Microsoft Defender for Cloud is excellent, it can be expensive for small to medium businesses.
  • Users experience delayed detection with Microsoft Defender for Cloud, often missing suspicious threats and alerts.
  • Users experience false positives in Microsoft Defender for Cloud, leading to confusion over legitimate files being flagged.
  • Users find the complex interface and downtimes of Microsoft Defender for Cloud detracting from its overall usability.

What Are Recent G2 Reviews of Microsoft Defender for Cloud?

What Are G2 Users Discussing About Microsoft Defender for Cloud?

Google Cloud Model Armor

Average Rating: 4.5/5.0

Total Reviews: 36

Who Is the Company Behind Google Cloud Model Armor?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG
  • Phone: +1 (650) 253-0000

Who Uses This Product?

  • Who Uses This: Student
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 56% Small, 23% Large

What Are Recent G2 Reviews of Google Cloud Model Armor?

Orca Security

The Orca Cloud Security Platform identifies, prioritizes, and remediates risks and compliance issues in workloads, configurations, and identities across your cloud estate spanning AWS, Azure, Google Cloud, Kubernetes, Alibaba Cloud, and Oracle Cloud. Orca offers the industry’s most comprehensive cloud security solution in a single platform — eliminating the need to deploy and maintain multiple point solutions. Orca is agentless-first, and connects to your environment in minutes using Orca’s patented SideScanning™ technology that provides deep and wide visibility into your cloud environment, without requiring agents. In addition, Orca can integrate with third-party agents for runtime visibility and protection for critical workloads. Orca is at the forefront of leveraging Generative AI for simplified investigations and accelerated remediation – reducing required skill levels and saving cloud security, DevOps, and development teams time and effort, while significantly improving security outcomes. As a Cloud Native Application Protection Platform (CNAPP), Orca consolidates many point solutions in one platform, including: CSPM, CWPP, CIEM, Vulnerability Management, Container and Kubernetes Security, DSPM, API Security, CDR, Multi-cloud Compliance, Shift Left Security, and AI-SPM.

Average Rating: 4.7/5.0

Total Reviews: 314

Who Is the Company Behind Orca Security?

  • Seller: Orca Security
  • Company Website:
  • Year Founded: 2019
  • HQ Location: Portland, Oregon
  • LinkedIn® Page: www.linkedin.com
    523 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Security Engineer, Senior Security Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 54% Large, 36% Medium

What Do G2 Reviewers Say About Orca Security?

AI-generated summary from verified user reviews

Pros
  • Users highly value the ease of use of Orca Security, enabling quick setup and intuitive navigation.
  • Users value the agentless feature and intuitive interface of Orca Security, enhancing their security management experience.
  • Users commend Orca Security for its comprehensive cloud security capabilities, providing valuable insights and a seamless experience.
  • Users appreciate the user-friendly interface of Orca Security, finding it easy to navigate and understand.
  • Users praise the visibility provided by Orca Security, gaining comprehensive insights into their cloud environment effortlessly.
Cons
  • Users note that the reporting capabilities and customization options of Orca Security need significant improvement.
  • Users find feature limitations in Orca Security, highlighting issues with vulnerability reporting and asset scan capabilities.
  • Users experience limited features in Orca Security, hindering functionality and complicating tasks like report generation.
  • Users face missing features in Orca Security, including limited compliance modules and export functionality challenges.
  • Users experience ineffective alerts from Orca Security, leading to confusion and alert fatigue due to overloaded information.

What Are Recent G2 Reviews of Orca Security?

What Are G2 Users Discussing About Orca Security?

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Wiz

Wiz transforms cloud security for customers – including more than 50% of the Fortune 100 – by enabling a new operating model. With Wiz, organizations can democratize security across the development lifecycle, empowering them to build fast and securely. Its Cloud Native Application Protection Platform (CNAPP) consolidates CSPM, KSPM, CWPP, Vulnerability management, IaC scanning, CIEM, DSPM into a single platform. Wiz drives visibility, risk prioritization, and business agility. Protecting Your Cloud Environments Requires a Unified, Cloud Native Platform. Wiz connects to every cloud environment, scans every layer, and covers every aspect of your cloud security - including elements that normally require installing agents. Its comprehensive approach has all of these cloud security solutions built in. Hundreds of organizations worldwide, including 50 percent of the Fortune 100, to rapidly identify and remove critical risks in cloud environments. Its customers include Salesforce, Slack, Mars, BMW, Avery Dennison, Priceline, Cushman & Wakefield, DocuSign, Plaid, and Agoda, among others. Wiz is backed by Sequoia, Index Ventures, Insight Partners, Salesforce, Blackstone, Advent, Greenoaks, Lightspeed and Aglaé. Visit https://www.wiz.io for more information.

Average Rating: 4.7/5.0

Total Reviews: 922

Who Is the Company Behind Wiz?

  • Seller: Google
  • Company Website:
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG

Who Uses This Product?

  • Who Uses This: Security Engineer, CISO
  • Top Industries: Financial Services, Computer Software
  • Company Size: 54% Large, 37% Medium

What Do G2 Reviewers Say About Wiz?

AI-generated summary from verified user reviews

Pros
  • Users value the robust APIs and user-friendly UI, appreciating ongoing improvements and a wealth of insightful issues.
  • Users value the continuous enhancement of security features by Wiz, appreciating the support and innovation in their tool.
  • Users appreciate the ease of use of Wiz, benefiting from its user-friendly interface and seamless integration.
  • Users value the comprehensive visibility Wiz provides, enhancing security and prioritizing essential aspects of their cloud environment.
  • Users appreciate the easy setup of Wiz, enabling a quick and seamless integration into their workflows.
Cons
  • Users note that improvement is needed for laggy query responses and better dashboard reporting capabilities.
  • Users find the feature limitations of Wiz frustrating, especially with complex management and reporting challenges.
  • Users find a significant learning curve in mastering Wiz's extensive features, which can hinder initial usage.
  • Users identify improvements needed in dashboard reporting and feature streamlining for better usability and budgeting.
  • Users find the interface overwhelming initially, facing a steep learning curve and complex licensing issues.

What Are Recent G2 Reviews of Wiz?

FAQs About AI Security Solutions Software

Generated using AI

Last updated: June 3, 2026

AI Security Solutions integrating with existing SAST tools and providing prioritized findings instead of noise

According to verified users, buyers often value platforms that connect security context across existing environments while helping teams focus on what needs attention first. Recent reviews mention unified visibility, contextual analysis, and clearer remediation guidance as key benefits, especially when teams are dealing with cloud resources, code, identities, or AI usage. Reviewers also repeatedly emphasize reducing alert fatigue and avoiding fragmented workflows. In practice, the strongest themes are not just broad scanning, but surfacing findings with enough context to support prioritization, collaboration, and faster remediation. Some users still note that dense interfaces or high information volume can create a learning curve, so usability and signal quality remain important evaluation points.

AI Security Solutions with reliable scanning that doesn't break builds or slow developer feedback loops

According to verified users, reliable AI security tools are the ones that add protection without creating noticeable friction for everyday work. Recent reviews repeatedly describe products that run quietly in the background, scan prompts, files, or environments quickly, and help users keep moving instead of forcing heavy process changes. Buyers also care about smooth setup, easy onboarding, and guidance that helps teams fix issues rather than simply blocking activity. At the same time, some reviewers mention alert volume, occasional complexity, and cases where security controls can feel overwhelming if not tuned well. For teams evaluating options, the clearest pattern is that dependable scanning should preserve productivity while still improving visibility, governance, and risk reduction.

Best AI Security Solutions for CISOs scanning codebases at enterprise scale with accurate vulnerability detection

Based on G2 reviews, these products are most associated with large-scale visibility and actionable security insights.

  • Wiz — cloud and code risk prioritization.
  • Nudge Security — SaaS and shadow AI visibility.
  • Guardia — prompt and file data protection.
  • Securiti — sensitive data discovery and remediation.

What features define modern AI Security Solutions Software

G2 reviewers mention that modern AI Security Solutions Software is defined by visibility, sensitive data protection, and practical workflow support rather than one standalone control. Across recent reviews, common feature themes include prompt and file scanning, detection of risky or exposed data, contextual prioritization, inventory and discovery across cloud or SaaS environments, monitoring of shadow AI usage, and remediation guidance that helps teams act quickly. Reviewers also highlight integrations, easy deployment, and background protection that does not heavily interrupt normal work. For enterprise use, buyers appear to value platforms that combine monitoring, governance, and investigation in one experience, while still giving security, engineering, and business teams enough clarity to understand what happened and what to fix next.

How do teams use AI Security Solutions for shadow AI

According to verified users, teams use AI security solutions for shadow AI by identifying unapproved tools, monitoring how employees interact with them, and reducing the risk of sensitive data exposure without stopping work entirely. Recent reviews describe use cases such as discovering unsanctioned SaaS and AI apps, enforcing AI usage policies, flagging risky prompts or uploads, tracking OAuth connections, and adding browser or background safeguards that surface concerns before information is shared. Reviewers also mention using these tools to improve accountability, support compliance, and understand where AI is already embedded in workflows. The most consistent buyer takeaway is that shadow AI management works best when visibility, policy guidance, and low-friction protection are combined in the same workflow.

Airia

Airia is the enterprise AI platform built for organizations that need to discover, secure, govern, and optimize AI at scale. As agentic AI expands across the enterprise, most organizations are running far more AI than they realize, with limited visibility into what those agents are doing, what data they can access, and whether they meet regulatory requirements. Airia gives enterprises a single platform to surface every agent, model, and MCP server across their environment, enforce runtime controls and safety guardrails, generate audit-ready compliance evidence for the EU AI Act, NIST AI RMF, ISO 42001, and more, and manage model performance, token usage, and AI spend. The result is an enterprise that can move fast with AI while maintaining the oversight, accountability, and control that regulated industries demand. Recognized by Gartner in the Magic Quadrant for AI Governance. Trusted by over 500 enterprises worldwide. Learn more at airia.com.

Average Rating: 4.6/5.0

Total Reviews: 46

Who Is the Company Behind Airia?

  • Seller: Airia
  • Year Founded: 2023
  • HQ Location: Atlanta, US
  • LinkedIn® Page: www.linkedin.com
    161 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 50% Medium, 33% Small

What Do G2 Reviewers Say About Airia?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Airia, enabling quick deployment and a seamless experience for their teams.
  • Users highlight the exceptional customer support of Airia, noting responsiveness and a genuine investment in user success.
  • Users appreciate the easy setup of Airia, allowing quick implementation and flexible agent creation with excellent support.
  • Users appreciate the integrated chat feature of Airia, making it easy to deploy AI solutions effortlessly.
  • Users benefit from the high deployment efficiency of Airia, simplifying AI integration across businesses with strong support.
Cons
  • Users experience access limitations due to fewer integrations and lacking robust security roles compared to competitors.
  • Users often face call quality issues that can disrupt communication, though support is responsive and helpful.
  • Users report occasional dependency issues with API calls failing, though support and documentation improvements are helpful.
  • Users often face a steep learning curve with Airia, making it difficult to navigate industry-specific features.
  • Users note the limited features of Airia, particularly regarding fewer integrations compared to competitors and lacking RBAC functionality.

What Are Recent G2 Reviews of Airia?

Zscaler Internet Access

Zscaler Internet Access (ZIA) is a cloud-native security service edge (SSE) platform that secures all internet and SaaS traffic for users, devices, workloads, and agents regardless of location. Built on the world's largest inline security cloud, ZIA inspects 100% of traffic, including encrypted SSL/TLS, to stop advanced threats and prevent data loss in real time. ZIA replaces legacy on-premises security appliances — firewalls, proxies, VPN concentrators — with a single, globally distributed platform that delivers security as close to the user as possible. With over 160 data centers worldwide, traffic is inspected locally for fast, direct-to-cloud connectivity that's up to 40% faster than traditional security architectures. Key Features and Benefits: • AI-powered threat prevention: Block malware, ransomware, phishing, and zero-day threats with real-time intelligence from 500 trillion daily threat signals. • Full SSL/TLS inspection at scale: Inspect all encrypted traffic without performance penalties, closing the blind spot that legacy tools can't address. • Defense-in-depth security stack: Multiple layers of inline threat prevention — including advanced malware analysis, web isolation, and active threat detection — stop known and unknown attacks before they reach users. • 267% ROI: Consolidate up to 90% of legacy point products — proxies, firewalls, VPN concentrators — into one cloud-native platform. • Unified management: Single console for policy creation, reporting, and analytics across all users and locations worldwide. ZIA is trusted by thousands of the world's largest organizations to deliver secure, fast, and reliable internet and SaaS access while accelerating digital transformation.

Average Rating: 4.4/5.0

Total Reviews: 306

Who Is the Company Behind Zscaler Internet Access?

  • Seller: Zscaler
  • Company Website:
  • Year Founded: 2008
  • HQ Location: San Jose, California
  • LinkedIn® Page: www.linkedin.com
    9,150 employees on LinkedIn®
  • Ownership: NASDAQ:ZS

Who Uses This Product?

  • Who Uses This: Software Engineer, Technical Support Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 54% Large, 28% Medium

What Do G2 Reviewers Say About Zscaler Internet Access?

AI-generated summary from verified user reviews

Pros
  • Users value the seamless security of Zscaler Internet Access, providing robust protection without compromising performance or user experience.
  • Users value the comprehensive internet security of Zscaler Internet Access, appreciating its effective threat prevention and user-friendly approach.
  • Users value the robust security capabilities of Zscaler Internet Access, ensuring safe browsing without added complexity.
  • Users find Zscaler Internet Access to be an excellent cloud proxy solution, praised for its ease of deployment and configuration.
  • Users value the seamless and robust email security of Zscaler Internet Access, ensuring protection without added complexity.
Cons
  • Users report slow performance with Zscaler Internet Access during peak hours, affecting connection speeds and productivity.
  • Users find the complex implementation challenging, especially for new admins, leading to potential web traffic access issues.
  • Users find complex configuration challenging, especially new admins, leading to potential web traffic access issues.
  • Users experience connection issues, including slow speeds, drops, and difficulties accessing certain websites or VPNs.
  • Users face challenging setup and slow internet speeds with Zscaler Internet Access, impacting user experience during peak times.

What Are Recent G2 Reviews of Zscaler Internet Access?

What Are G2 Users Discussing About Zscaler Internet Access?

Cato SASE Cloud

Cato provides the world’s leading single-vendor SASE platform. Cato creates a seamless and elegant customer experience that effortlessly enables threat prevention, data protection, and timely incident detection and response. Using Cato, businesses easily replace costly and rigid legacy infrastructure with an open and modular SASE architecture based on SD-WAN, a purpose-built global cloud network, and an embedded cloud-native security stack

Average Rating: 4.5/5.0

Total Reviews: 85

Who Is the Company Behind Cato SASE Cloud?

  • Seller: Cato Networks
  • Company Website:
  • Year Founded: 2015
  • HQ Location: Tel-Aviv, Israel
  • LinkedIn® Page: www.linkedin.com
    1,783 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 53% Medium, 24% Large

What Do G2 Reviewers Say About Cato SASE Cloud?

AI-generated summary from verified user reviews

Pros
  • Users like the centralized console's straightforward management, which simplifies day-to-day operations.
  • Users value the unified network and security platform, bringing these capabilities together in one place.
  • Users find the interface intuitive and easy to navigate, with a clear, simple design.
  • Users value robust security and consistent access policies across users and locations, supporting security and productivity.
  • Users value fast, straightforward deployment for getting sites onboarded and set up with little effort.
Cons
  • Users find configuration flexibility and granularity limited, want more contract-period service-scope flexibility, and sometimes struggle to locate specific settings.
  • Users report slow throughput and frequent connection drops, with performance affected by distance from a PoP.
  • Users say enterprise-level capabilities are still maturing and can feel limited compared with larger suites.
  • Users find security capabilities limited for complex policies and believe intrusion detection could be stronger.
  • Users find the bandwidth-based licensing model complex.

What Are Recent G2 Reviews of Cato SASE Cloud?

What Are G2 Users Discussing About Cato SASE Cloud?

Securiti

Securiti is the pioneer of the DataAI Command Center, a centralized platform that enables the safe use of data and GenAI. It provides unified data intelligence, controls and orchestration across hybrid multicloud environments. Large global enterprises rely on Securiti's Data Command Center for data security, privacy, governance, and compliance. Securiti has been recognized with numerous industry and analyst awards, including "Most Innovative Startup" by RSA, "Top 25 Machine Learning Startups" by Forbes, "Most Innovative AI Companies'' by CB Insights, "Cool Vendor in Data Security" by Gartner, and "Privacy Management Wave Leader'' by Forrester. For more information, please follow us on LinkedIn and visit Securiti.ai.

Average Rating: 4.6/5.0

Total Reviews: 110

Who Is the Company Behind Securiti?

  • Seller: Veeam
  • Company Website:
  • Year Founded: 2006
  • HQ Location: Kirkland, WA
  • LinkedIn® Page: www.linkedin.com
    7,515 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Banking
  • Company Size: 59% Large, 20% Medium

What Do G2 Reviewers Say About Securiti?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Securiti, benefiting from its straightforward setup and intuitive interface.
  • Users commend the professional and responsive customer support of Securiti, enhancing their overall experience with the tool.
  • Users praise Securiti for its user-friendly interface and innovative features that streamline privacy management seamlessly.
  • Users value the responsive and helpful support from Securiti, enhancing collaboration and operational efficiency.
  • Users appreciate Securiti's robust automation for privacy tasks, enhancing efficiency and ensuring compliance effortlessly.
Cons
  • Users report that Securiti's complexity can lead to challenging configurations and a steep learning curve for effective use.
  • Users face a steep learning curve with Securiti, requiring significant training to navigate its complex features effectively.
  • Users find the implementation issues of Securiti time-consuming and complex, requiring significant expertise and coordination.
  • Users find the complexity issues of Securiti can complicate implementation and require significant expertise.
  • Users find the learning difficulty of Securiti frustrating, requiring extensive training to fully utilize its features.

What Are Recent G2 Reviews of Securiti?

What Are G2 Users Discussing About Securiti?

Arcjet

Arcjet is runtime security for AI agents. It puts the decision where the action is: block prompt injection, stop PII leaks, block bots, and add guardrails to tools, APIs, and database calls. Identity tells you who is asking, but it cannot tell you what happens next. Arcjet runs inside the code that takes the action, so every agent action is observed in the run it belongs to, checked before it executes, and kept as evidence afterwards. Each check returns a decision your code acts on: allow, block, redact, or hold for review. Arcjet also secures the coding agents your developers use, including Claude Code, Codex, Copilot, and Cursor. It discovers every coding agent across developer endpoints, blocks MCP and API servers that security hasn't approved, and stops credentials from leaving through a file read, a tool call, or an outbound request. Controls include prompt injection detection, agent tool controls, sensitive information and data loss prevention, token and spend budgets, and coding agent controls, plus Shield WAF, bot detection, email validation, and signup protection for web applications. Engineering can keep rules in code, reviewed and tested like everything else, while security teams change remote policies in real time without a deploy. There is no gateway, proxy, or sidecar to run. Arcjet is SOC 2 Type II, adds under 1ms of local decision overhead, and offers 20 native SDKs and framework integrations across JavaScript, Python, Go, and AI agent frameworks including LangChain, OpenAI Agents, the Vercel AI SDK, and the Claude Agent SDK.

Average Rating: 4.6/5.0

Total Reviews: 16

Who Is the Company Behind Arcjet?

  • Seller: Arcjet
  • Company Website:
  • Year Founded: 2023
  • HQ Location: New York City, New York
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 81% Small, 6% Large

What Do G2 Reviewers Say About Arcjet?

AI-generated summary from verified user reviews

Pros
  • Users value the fine-grained bot detection of Arcjet, appreciating its seamless integration with Next.js on Vercel.
  • Users commend the comprehensive documentation of Arcjet, making integration with various backends easy and efficient.
  • Users value the thorough documentation of Arcjet, making integration with various backends straightforward.
  • Users praise the easy integrations of Arcjet, especially with Next.js on Vercel, enhancing development efficiency.
  • Users value the fine-grained bot and AI traffic controls and seamless Next.js integration with Vercel.
Cons
  • Users note the price increase as a concern, impacting the overall value of the Arcjet product.

What Are Recent G2 Reviews of Arcjet?

Cerbera

Cerbera.ai is the security platform for the agent era. AI now runs in every browser, desktop app, terminal, and IDE in your company. Agents leak secrets, bypass controls, and expose data, not through malice, but through unsupervised use. Legacy security wasn't built for this. Cerbera is. We give security and engineering teams a single control plane to: • Discover shadow AI across every tool, agent, and MCP server • Control who can use which AI, with which data, on which surface • Secure agents at runtime, stopping risky actions before they cause harm • Redact secrets, source code, and PII before they leave the device • Prove compliance for SOC 2, ISO 27001, ISO 42001, and the EU AI Act Vendor-neutral, privacy-first, and lock-in free. SOC 2 Type II and ISO 27001 certified. Your biggest threat is no longer an attacker. It's your own AI. cerbera.ai

Average Rating: 5.0/5.0

Total Reviews: 10

Who Is the Company Behind Cerbera?

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 60% Small, 40% Medium

What Are Recent G2 Reviews of Cerbera?

Nudge Security

Nudge Security is a security governance solution that helps IT and security teams take control of shadow AI, SaaS sprawl, and identity security risks. Through unrivaled discovery capabilities, AI-driven risk insights, and behavioral science-based user engagement, Nudge Security make security a natural part of how modern work gets done rather than an obstacle to innovation.

Average Rating: 4.6/5.0

Total Reviews: 31

Who Is the Company Behind Nudge Security?

  • Seller: Nudge Security
  • Company Website:
  • Year Founded: 2022
  • HQ Location: Austin, Texas, United States
  • LinkedIn® Page: www.linkedin.com
    55 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 75% Medium, 16% Small

What Do G2 Reviewers Say About Nudge Security?

AI-generated summary from verified user reviews

Pros
  • Users love the intuitive user interface of Nudge Security, enabling efficient navigation and management of extensive information.
  • Users appreciate the high-level security of Nudge Security, ensuring safe operations and effective threat detection.
  • Users appreciate the swift deployment of Nudge Security, enabling quick visibility and immediate benefits across their SaaS estate.
  • Users appreciate the high-level malware protection of Nudge Security, providing safety and efficiency for their work.
  • Users commend Nudge Security's reliable notifications for supply chain breaches, enhancing their security and efficiency.
Cons
  • Users find the access control settings confusing, often needing to manually adjust technical contacts for accuracy.
  • Users find the limited acceptance of contact assignments in Nudge Security requires frequent manual adjustments for accuracy.
  • Users note the limited features of Nudge Security compared to larger competitors but see improvements on the horizon.
  • Users face technical issues regarding inaccurate identification of contacts, requiring frequent changes for proper functionality.
  • Users often face confusion in user management, requiring adjustments to technical contacts for accuracy and relevance.

What Are Recent G2 Reviews of Nudge Security?

Guardia

Guardia is an AI security solution designed to protect organizations from risks introduced by employee use of AI tools like ChatGPT, copilots, and browser-based assistants. It provides real-time monitoring and control over AI interactions to prevent sensitive data leaks, prompt injection attacks, and unsafe outputs. Guardia enforces security policies across employee workflows, ensuring compliance while enabling safe AI adoption. With deep visibility into AI usage, Guardia helps security teams detect risky behavior, block high-risk prompts, and maintain control over data shared with external AI systems. It integrates seamlessly into existing environments, offering lightweight deployment and minimal disruption. Guardia is ideal for enterprises looking to securely enable AI usage across teams without compromising on data privacy, compliance, or governance.

Average Rating: 4.6/5.0

Total Reviews: 13

Who Is the Company Behind Guardia?

  • Seller: LangProtect
  • Year Founded: 2025
  • HQ Location: 111 Congress Avenue Suite 500, Austin, Texas - 78701
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®
  • Ownership: Private
  • Phone: +1 469 630 3227

Who Uses This Product?

  • Company Size: 54% Medium, 31% Small

What Are Recent G2 Reviews of Guardia?

Check Point AI Agent Security

Check Point AI Agent Security is a security platform for discovering, governing, and protecting AI agents that organizations build and deploy. It provides visibility into AI agents across supported cloud and low-code platforms, including their tools, Model Context Protocol (MCP) servers, permissions, and connected components. The platform assesses agent risk to help security teams identify unknown agents, risky configurations, excessive access, and other security exposures. AI Agent Security also provides runtime protection through AI Guardrails, an inline enforcement layer that inspects prompts, model responses, tool calls, tool responses, and agent actions in real time. Administrators can define security policies, control access to tools and MCP servers, block or log unsafe activity, and monitor security events through centralized management and analytics.

Average Rating: 4.2/5.0

Total Reviews: 11

Who Is the Company Behind Check Point AI Agent Security?

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 50% Small, 33% Medium

What Do G2 Reviewers Say About Check Point AI Agent Security?

AI-generated summary from verified user reviews

Pros
  • Users find Check Point AI Agent Security to be a highly effective tool against AI threats, enhancing their protection significantly.
Cons
  • Users find Check Point AI Agent Security expensive and lacking in personal customization options, affecting overall satisfaction.
  • Users find the limited customization options frustrating, especially considering the high cost of the Check Point AI Agent Security.

What Are Recent G2 Reviews of Check Point AI Agent Security?

Runlayer

Runlayer is the the operating layer for AI, with AI enablement, security, and control in one platform. Employees are running agents and connecting MCPs faster than Security can see them. Meanwhile, AI transformation leaders have to drive adoption and prove ROI without a playbook. Runlayer gives every employee the golden path to build agents and delegate real work to them, with security and control built in. Key capabilities: -Runlayer Agents: Build governed agents from natural language prompts, and Runlayer suggests the best model and harness. Give each agent connectors, skills, and subagents, run it on a schedule or event trigger, and turn it on in Slack with one click. -Skills and connectors: A catalog of approved skills and 200+ MCPs, so employees and agents can take on real work in the business systems they already use. -Shadow AI discovery: Continuously detect unsanctioned AI use, down to individual MCPs and tool calls, with full user attribution. -MCP & LLM gateway: Route all MCP and LLM traffic through one gateway, with per-connector permissions and human approval for potentially destructive tool calls. -Runtime security: Detect and block prompt injection, credential and PII exposure, data exfiltration, intent drift, and more. -Policies and agent IAM: Enforce granular policies across agents, users, MCPs, and tool calls. User groups sync from your IdP via SCIM, and every agent gets its own identity. -Usage and audit logs: Track AI usage and token spend by user and team, and export audit logs straight to your SIEM. AngelList, dbt Labs, and Opendoor also run on Runlayer. With Runlayer, your AI strategy becomes reality.

Average Rating: 4.5/5.0

Total Reviews: 20

Who Is the Company Behind Runlayer?

  • Seller: Runlayer
  • Company Website:
  • HQ Location: New York, New York, United States
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 55% Medium, 35% Large

What Are Recent G2 Reviews of Runlayer?

Depthfirst

Average Rating: 4.3/5.0

Total Reviews: 17

Who Is the Company Behind Depthfirst?

Who Uses This Product?

  • Company Size: 65% Small, 18% Medium

What Are Recent G2 Reviews of Depthfirst?

Lauren Worth
LW
Researched and written by Lauren Worth
Updated April 9, 2026