# Best AI Security Solutions Software *By [Lauren Worth](https://research.g2.com/insights/author/lauren-worth)* AI security solutions help organizations protect AI assets, including machine learning models, large language models, and AI agents, from misuse, by monitoring AI behavior, enforcing security policies on AI inputs and outputs, and serving as a security layer between traditional cybersecurity and modern AI workflows without requiring retraining or modification of underlying models. ### Core Capabilities of AI Security Solutions To qualify for inclusion in the AI Security Solutions category, a product must: - Provide security capabilities specifically designed to protect AI assets such as AI models, LLMs, or AI agents - Monitor or control AI inputs, outputs, or runtime behavior - Enforce policy or security rules on AI models, LLM applications, AI agents, or any other AI assets ### Common Use Cases for AI Security Solutions Security teams, AI engineering teams, and risk and compliance groups use AI security solutions to safely integrate AI into products and operations. Common use cases include: - Detecting and preventing prompt injection attacks, sensitive data leaks, and manipulated inputs targeting LLM applications - Monitoring AI agent behavior at runtime to identify unusual or unauthorized actions - Enforcing content and access policies on AI outputs to ensure trustworthy and compliant AI interactions ### How AI Security Solutions Differ from Other Tools AI security solutions connect to traditional security infrastructure, including [SIEM software](https://www.g2.com/categories/security-information-and-event-management-siem), [cloud security software](https://www.g2.com/categories/cloud-security), and [application security tools](https://www.g2.com/categories/application-security), as well as [AI infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) and [MLOps platforms](https://www.g2.com/categories/mlops-platforms). Unlike these adjacent tools, AI security solutions are specifically designed to address the unique threats introduced by AI systems, such as model manipulation, prompt injection, and unsafe AI-driven actions, rather than securing traditional cloud infrastructure, application code, or network perimeters. ### Insights from G2 on AI Security Solutions Based on category trends on G2, runtime AI behavior monitoring and prompt injection protection stand out as the most impactful capabilities. These platforms deliver improved confidence in deploying AI in production and reduced risk of sensitive data exposure through AI models as primary outcomes of adoption. ## G2 Grid® for AI Security Solutions Software ![G2 Grid® for AI Security Solutions Software plotting products by satisfaction and market presence](https://www.g2.com/categories/ai-security-solutions/grids.png?focus%5B%5D=52233&focus%5B%5D=123609&focus%5B%5D=146504&focus%5B%5D=38039&focus%5B%5D=1311742) Highlighted products: Microsoft Defender for Cloud, Orca Security, Wiz, Cato SASE Cloud, and Nudge Security. Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-security-solutions/grids.json?focus%5B%5D=microsoft-defender-for-cloud&focus%5B%5D=orca-security&focus%5B%5D=wiz-wiz&focus%5B%5D=cato-networks-cato-sase-cloud&focus%5B%5D=nudge-security) ## How Many AI Security Solutions Software Products Does G2 Track? **Total Products under this Category:** 118 ### Category Stats (Jul 2026) - **Average Rating**: 4.6/5 (↑0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Guardia (+1.6%) - Among all products in this category, Guardia recorded the largest rating increase compared to last month *Last updated: July 17, 2026* ## How Does G2 Rank AI Security Solutions Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,400+ Authentic Reviews - 118+ 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. ## Which AI Security Solutions Software Is Best for Your Use Case? - **Leader:** [Microsoft Defender for Cloud](https://www.g2.com/products/microsoft-defender-for-cloud/reviews) - **Easiest to Use:** [Orca Security](https://www.g2.com/products/orca-security/reviews) - **Top Trending:** [Cato SASE Cloud](https://www.g2.com/products/cato-networks-cato-sase-cloud/reviews) - **Best Free Software:** [Orca Security](https://www.g2.com/products/orca-security/reviews) --- **Sponsored** ### Cloudflare Application Security and Performance Cloudflare is the connectivity cloud for the "everywhere world," on a mission to help build a better Internet. We provide a unified platform of networking, security, and developer services delivered from a single, intelligent global network that spans hundreds of cities in over 125 countries. This empowers organizations of all sizes, from small businesses to the world's largest enterprises, to make their employees, applications, and networks faster and more secure everywhere, while significantly reducing complexity and cost. Our comprehensive platform includes: - Advanced Security: Protect your online presence with industry-leading DDoS protection, a robust Web Application Firewall (WAF), Bot mitigation, and API security. Implement Zero Trust security to secure remote access, data, and applications for your entire workforce. - Superior Performance: Accelerate website and application loading times globally with our Content Delivery Network (CDN), intelligent DNS, and smart routing capabilities. Optimize images and deliver dynamic content with unparalleled speed. - Powerful Developer Tools: Empower your developers to build and deploy full-stack applications at the edge using Cloudflare Workers (serverless functions), R2 Storage (object storage without egress fees), and D1 (serverless SQL database). Cloudflare helps connect and protect millions of customers globally, offering the control, visibility, and reliability businesses need to work, develop, and accelerate their operations in today's hyperconnected landscape. Our global network continuously learns and adapts, ensuring your digital assets are always protected and performing at their best. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=paid_promo&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1012436&secure%5Bchosen_at%5D=2026-07-18T04%3A38%3A24Z&secure%5Bmedium%5D=sponsored&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=10700&secure%5Bresource_id%5D=1012436&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-security-solutions%3Fopen_modal_url%3D%252Fproducts%252Fplainid-authorization-platform%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fai-security-solutions%2526source%253Dcategory&secure%5Btoken%5D=b9e7b13653f75eb1ba77a685d730cb998112b5d8d08aed3f14afcbb72ee81958&secure%5Burl%5D=https%3A%2F%2Fwww.cloudflare.com%2Fapplication-services%2Fproducts%2F&secure%5Burl_type%5D=paid_promos) --- ## What Are the Top-Rated AI Security Solutions Software Products in 2026? ### 1. [Microsoft Defender for Cloud](https://www.g2.com/products/microsoft-defender-for-cloud/reviews) 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:** 360 **Who Is the Company Behind Microsoft Defender for Cloud?** - **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft) - **Year Founded:** 1975 - **HQ Location:** Redmond, Washington - **Twitter:** @microsoft (13,091,739 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/microsoft/ (231,632 employees on LinkedIn®) - **Ownership:** MSFT **Who Uses This Product?** - **Who Uses This:** Saas Consultant, Software Engineer - **Top Industries:** Information Technology and Services, Computer & Network Security - **Company Size:** 38% Mid-Market, 35% Enterprise #### What Are Microsoft Defender for Cloud's Pros and Cons? **Pros:** - Security (121 reviews) - Comprehensive Security (92 reviews) - Cloud Security (71 reviews) - Vulnerability Detection (63 reviews) - Threat Detection (57 reviews) **Cons:** - Complexity (27 reviews) - Expensive (24 reviews) - Delayed Detection (22 reviews) - False Positives (19 reviews) - Improvement Needed (19 reviews) ### What Do G2 Reviewers Say About Microsoft Defender for Cloud? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **robust security features** of Microsoft Defender for Cloud, enhancing protection against cyber threats and vulnerabilities. - Users value the **comprehensive security features** of Microsoft Defender for Cloud, effectively protecting against various cyber threats. - Users appreciate the **robust security features** of Microsoft Defender for Cloud, enhancing their protection against cyber threats. - Users appreciate the **security alerts** provided by Microsoft Defender for Cloud, enhancing their overall cloud security experience. - Users value the **automated threat detection** of Microsoft Defender for Cloud, enhancing security and mitigating risks effectively. **Cons:** - Users find Microsoft Defender for Cloud's setup **complex and difficult to understand** , requiring significant effort to configure effectively. - Users acknowledge that Microsoft Defender for Cloud is **somewhat expensive** , particularly for small to medium businesses. - Users experience **delayed detection** of threats, with occasional false positives affecting the reliability of Microsoft Defender for Cloud. - Users experience **false positives** with Microsoft Defender for Cloud, leading to confusion over flagged legitimate files. - Users note the need for **improvement in user experience** and quicker threat alerts to enhance usability. #### What Are Recent G2 Reviews of Microsoft Defender for Cloud? **"[Multi-Cloud Security Alerts and Compliance Audits in One Dashboard](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-13123239)"** **Rating:** 4.0/5.0 stars *— Bala V.* [Read full review](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-13123239) --- **"[Centralized, Real-Time Cloud Security with Actionable Insights](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-13062209)"** **Rating:** 4.5/5.0 stars *— Ishita S.* [Read full review](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-13062209) --- #### What Are G2 Users Discussing About Microsoft Defender for Cloud? - [What is Microsoft Defender for Cloud used for?](https://www.g2.com/discussions/what-is-microsoft-defender-for-cloud-used-for) - 2 comments - [What are the three security services provided by Windows Azure?](https://www.g2.com/discussions/what-are-the-three-security-services-provided-by-windows-azure) - 2 comments - [What is Azure security management?](https://www.g2.com/discussions/what-is-azure-security-management) - 1 comment - [Is Azure security Center a SIEM?](https://www.g2.com/discussions/is-azure-security-center-a-siem) - 1 comment, 1 upvote - [How does Azure provide security?](https://www.g2.com/discussions/how-does-azure-provide-security) ### 2. [Orca Security](https://www.g2.com/products/orca-security/reviews) 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:** 301 **Who Is the Company Behind Orca Security?** - **Seller:** [Orca Security](https://www.g2.com/sellers/orca-security) - **Company Website:** https://orca.security - **Year Founded:** 2019 - **HQ Location:** Portland, Oregon - **Twitter:** @orcasec (4,835 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/35573984/ (515 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Security Engineer, CISO - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 51% Enterprise, 38% Mid-Market #### What Are Orca Security's Pros and Cons? **Pros:** - Ease of Use (13 reviews) - Vulnerability Scanning (13 reviews) - Features (11 reviews) - Visibility (11 reviews) - Comprehensive Security (9 reviews) **Cons:** - Security Vulnerabilities (6 reviews) - Dashboard Issues (5 reviews) - Delayed Detection (5 reviews) - False Positives (5 reviews) - Improvement Needed (5 reviews) ### What Do G2 Reviewers Say About Orca Security? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **ease of use** of Orca Security, appreciating its intuitive interface and quick setup process. - Users value the **visibility and prioritization** of vulnerabilities provided by Orca Security, enhancing their cloud security posture. - Users praise Orca Security for its **agentless features** , intuitive interface, and effective compliance and security modules. - Users value the **exceptional visibility** provided by Orca Security, enhancing insight into their cloud environment effortlessly. - Users value the **comprehensive security** features of Orca Security, enhancing visibility and ease of implementation across cloud environments. **Cons:** - Users note that Orca Security has **security vulnerabilities** , particularly regarding API security and vulnerable package detection. - Users experience **dashboard issues** like cluttered information and slow performance, leading to navigation challenges and bugs. - Users experience **delayed detection** with Orca Security due to slow scans and accumulated issues affecting troubleshooting efficiency. - Users report frequent **false positives** in Orca Security, causing confusion over actual vulnerabilities in their systems. - Users note that **improvement is needed** in reporting, automation, and granularity for a better Orca Security experience. #### What Are Recent G2 Reviews of Orca Security? **"[Orca Makes Shadow AI Agents Visible and Governable Across Our Cloud](https://www.g2.com/survey_responses/orca-security-review-13119948)"** **Rating:** 5.0/5.0 stars *— Bilal J.* [Read full review](https://www.g2.com/survey_responses/orca-security-review-13119948) --- **"[Orca Makes Least Privilege Practical with Clear Permission and Usage Visibility](https://www.g2.com/survey_responses/orca-security-review-13122107)"** **Rating:** 5.0/5.0 stars *— Alvaro V.* [Read full review](https://www.g2.com/survey_responses/orca-security-review-13122107) --- #### What Are G2 Users Discussing About Orca Security? - [Where is Orca security based?](https://www.g2.com/discussions/where-is-orca-security-based) - 2 comments - [How much does Orca security cost?](https://www.g2.com/discussions/how-much-does-orca-security-cost) - 1 comment - [What is ORCA platform?](https://www.g2.com/discussions/what-is-orca-platform) - 1 comment - [What does Orca Security do?](https://www.g2.com/discussions/what-does-orca-security-do) - 1 comment ### 3. [Wiz](https://www.g2.com/products/wiz-wiz/reviews) 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:** 822 **Who Is the Company Behind Wiz?** - **Seller:** [Wiz](https://www.g2.com/sellers/wiz-76a0133b-42e5-454e-b5da-860e503471db) - **Company Website:** https://www.wiz.io/ - **Year Founded:** 2020 - **HQ Location:** New York, US - **Twitter:** @wiz_io (24,733 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/wizsecurity/ (3,383 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** CISO, Security Engineer - **Top Industries:** Financial Services, Computer Software - **Company Size:** 54% Enterprise, 39% Mid-Market #### What Are Wiz's Pros and Cons? **Pros:** - Features (110 reviews) - Security (107 reviews) - Ease of Use (103 reviews) - Visibility (86 reviews) - Easy Setup (67 reviews) **Cons:** - Learning Curve (34 reviews) - Feature Limitations (33 reviews) - Improvement Needed (33 reviews) - Improvements Needed (28 reviews) - Complexity (27 reviews) ### What Do G2 Reviewers Say About Wiz? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **capable APIs and user-friendly UI** , providing valuable insights and continuous improvements in security features. - Users value the **unmatched security features** of Wiz, providing comprehensive visibility and proactive threat management capabilities. - Users find Wiz's product suite **extremely easy to use** , benefiting from seamless integration and a user-friendly interface. - Users appreciate the **visibility** Wiz offers, enhancing security posture and prioritizing critical vulnerabilities effectively. - Users praise the **easy setup** of Wiz, enabling quick deployment and seamless integration across modules for enhanced security. **Cons:** - Users experience a **steep learning curve** with Wiz, making it challenging for newcomers to fully utilize the platform. - Users find the **feature limitations** of Wiz, such as complex reporting and management, hinder user-friendliness and efficiency. - Users highlight the need for **improvement in performance and reporting capabilities** to enhance overall usability of Wiz. - Users note several **improvements needed** , particularly in dashboard reporting and the complexity of the pricing model. - Users find the **complexity of the interface** overwhelming initially, requiring time to adapt and learn effectively. #### What Are Recent G2 Reviews of Wiz? **"[Wiz Delivers Clear Visibility Into Cloud Risks That Truly Matter](https://www.g2.com/survey_responses/wiz-review-12960477)"** **Rating:** 4.5/5.0 stars *— Jason I.* [Read full review](https://www.g2.com/survey_responses/wiz-review-12960477) --- **"[Excellent Cloud Risk Visibility and Fast Insights with Wiz](https://www.g2.com/survey_responses/wiz-review-12964571)"** **Rating:** 4.5/5.0 stars *— Ruben F.* [Read full review](https://www.g2.com/survey_responses/wiz-review-12964571) --- ### 4. [Cato SASE Cloud](https://www.g2.com/products/cato-networks-cato-sase-cloud/reviews) 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:** 80 **Who Is the Company Behind Cato SASE Cloud?** - **Seller:** [Cato Networks](https://www.g2.com/sellers/cato-networks) - **Company Website:** https://www.catonetworks.com - **Year Founded:** 2015 - **HQ Location:** Tel-Aviv, Israel - **Twitter:** @CatoNetworks (12,663 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3533853/ (1,661 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 55% Mid-Market, 23% Enterprise #### What Are Cato SASE Cloud's Pros and Cons? **Pros:** - Ease of Use (5 reviews) - Customer Support (4 reviews) - Reliability (4 reviews) - Threat Protection (4 reviews) - Deployment Ease (3 reviews) **Cons:** - Limited Features (3 reviews) - Connection Issues (2 reviews) - Expensive (2 reviews) - Compatibility Issues (1 reviews) - Expensive Licensing (1 reviews) ### What Do G2 Reviewers Say About Cato SASE Cloud? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Cato SASE Cloud, benefiting from its simplified management and centralized interface. - Users commend the **excellent customer support** of Cato SASE Cloud, enhancing their overall experience and usability. - Users praise Cato SASE Cloud for its **exceptional reliability** , enhancing network management and support for remote workforces. - Users value the **integrated threat protection** of Cato SASE Cloud, enhancing security and simplifying network management. - Users appreciate the **ease of deployment** with Cato SASE Cloud, highlighting its intuitive use and quick implementation. **Cons:** - Users find that the **limited features** of Cato SASE Cloud hinder advanced customization and flexibility in security management. - Users report **connection issues** with frequent disconnections, affecting overall usability, especially for macOS users. - Users find the **licensing costs prohibitively high** , making it difficult for smaller organizations to adopt Cato SASE Cloud. - Users find Cato SASE Cloud has **compatibility issues** when implementing specific or complex security policies compared to traditional solutions. - Users find the **expensive licensing** for Cato SASE Cloud challenging, particularly for small business budget constraints. #### What Are Recent G2 Reviews of Cato SASE Cloud? **"[Unified network and security in a single console: SD-WAN, NGFW, and ZTA without complications](https://www.g2.com/survey_responses/cato-sase-cloud-review-12662576)"** **Rating:** 5.0/5.0 stars *— Roberto M.* [Read full review](https://www.g2.com/survey_responses/cato-sase-cloud-review-12662576) --- **"[It’s very good and everything is in cloud](https://www.g2.com/survey_responses/cato-sase-cloud-review-11237657)"** **Rating:** 5.0/5.0 stars *— Mohd A.* [Read full review](https://www.g2.com/survey_responses/cato-sase-cloud-review-11237657) --- #### What Are G2 Users Discussing About Cato SASE Cloud? - [How good is Cato networks?](https://www.g2.com/discussions/how-good-is-cato-networks) - [How does Cato VPN Work?](https://www.g2.com/discussions/how-does-cato-vpn-work) - [What is Cato technology?](https://www.g2.com/discussions/what-is-cato-technology) - [What is Cato cloud?](https://www.g2.com/discussions/what-is-cato-cloud) ### 5. [Nudge Security](https://www.g2.com/products/nudge-security/reviews) 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:** 29 **Who Is the Company Behind Nudge Security?** - **Seller:** [Nudge Security](https://www.g2.com/sellers/nudge-security) - **Company Website:** https://www.nudgesecurity.com - **Year Founded:** 2022 - **HQ Location:** Austin, Texas, United States - **Twitter:** @nudge_security (449 Twitter followers) - **LinkedIn® Page:** http://www.linkedin.com/company/nudge-security (42 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 80% Mid-Market, 13% Small-Business #### What Are Nudge Security's Pros and Cons? **Pros:** - Features (3 reviews) - Security (3 reviews) - Deployment Ease (2 reviews) - Malware Protection (2 reviews) - Reliability (2 reviews) **Cons:** - Access Control (1 reviews) - Limited Acceptance (1 reviews) - Limited Features (1 reviews) - Technical Issues (1 reviews) - User Management (1 reviews) ### What Do G2 Reviewers Say About Nudge Security? *AI-generated summary from verified user reviews* **Pros:** - Users rave about Nudge Security's **user-friendly interface and efficient tracking** , enhancing visibility and confidence in security management. - Users appreciate the **high-level security** features of Nudge Security, enhancing their confidence and efficiency in safeguarding their environment. - Users appreciate the **swift deployment** of Nudge Security, which provides quick visibility and valuable insights for their needs. - Users appreciate the **robust malware detection** of Nudge Security, ensuring a secure and safe working environment. - Users value the **reliability** of Nudge Security, praising its efficient cataloging and breach notifications for peace of mind. **Cons:** - Users find the **technical contact assignment confusing** , often requiring adjustments to reflect actual responsibilities. - Users face issues with **limited acceptance** of technical contacts, needing frequent adjustments to better reflect responsibilities. - Users note the **limited features** compared to larger competitors, but improvements are actively underway. - Users find the **technical contact identification confusing** and often need to manually adjust settings for relevance. - Users report issues with **inaccurate technical contact identification** , requiring frequent adjustments for proper management of roles. #### What Are Recent G2 Reviews of Nudge Security? **"[Powerful Visibility Into SaaS Usage and Risk With Nudge’s AI Dashboard](https://www.g2.com/survey_responses/nudge-security-review-12848856)"** **Rating:** 5.0/5.0 stars *— Verified User in Marketing and Advertising* [Read full review](https://www.g2.com/survey_responses/nudge-security-review-12848856) --- **"[Collaborative Vibe with Deep Insight into Our SaaS Environment](https://www.g2.com/survey_responses/nudge-security-review-12830566)"** **Rating:** 5.0/5.0 stars *— Ronald L.* [Read full review](https://www.g2.com/survey_responses/nudge-security-review-12830566) --- ### 6. [Guardia](https://www.g2.com/products/guardia/reviews) 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:** 4.5/5.0 **Total Reviews:** 8 **Who Is the Company Behind Guardia?** - **Seller:** [LangProtect](https://www.g2.com/sellers/langprotect) - **Year Founded:** 2025 - **HQ Location:** 111 Congress Avenue Suite 500, Austin, Texas - 78701 - **Twitter:** @LangProtect (6 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/langprotect/ (4 employees on LinkedIn®) - **Ownership:** Private **Who Uses This Product?** - **Company Size:** 50% Mid-Market, 38% Small-Business #### What Are Recent G2 Reviews of Guardia? **"[Safer and more confident AI usage for everyday work tasks](https://www.g2.com/survey_responses/guardia-review-12844030)"** **Rating:** 5.0/5.0 stars *— Sahil B.* [Read full review](https://www.g2.com/survey_responses/guardia-review-12844030) --- **"[Guardia Makes Using AI at Work Safer and Easier](https://www.g2.com/survey_responses/guardia-review-12843919)"** **Rating:** 5.0/5.0 stars *— Meenakshi M.* [Read full review](https://www.g2.com/survey_responses/guardia-review-12843919) --- ### 7. [Securiti](https://www.g2.com/products/securiti/reviews) 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:** 91 **Who Is the Company Behind Securiti?** - **Seller:** [Veeam](https://www.g2.com/sellers/veeam) - **Company Website:** https://www.veeam.com - **Year Founded:** 2006 - **HQ Location:** Kirkland, WA - **Twitter:** @veeam (51,541 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/veeam-software/ (7,174 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Banking - **Company Size:** 63% Enterprise, 16% Mid-Market #### What Are Securiti's Pros and Cons? **Pros:** - Ease of Use (38 reviews) - Customer Support (26 reviews) - Features (21 reviews) - Helpful (20 reviews) - Problem Solving (20 reviews) **Cons:** - Complexity (11 reviews) - Learning Curve (10 reviews) - Implementation Issues (9 reviews) - Complexity Issues (8 reviews) - Learning Difficulty (8 reviews) ### What Do G2 Reviewers Say About Securiti? *AI-generated summary from verified user reviews* **Pros:** - Users find Securiti to be **easy to set up and manage** , enhancing their overall experience with the tool. - Users commend the **professional and responsive customer support** provided by Securiti, enhancing their overall experience. - Users appreciate the **robust features** of Securiti, especially for data management and privacy governance support. - Users value Securiti for its **robust automation** in privacy tasks and exceptional customer support, enhancing compliance efforts. - Users find Securiti's **robust automation for privacy tasks** significantly improves efficiency and compliance management. **Cons:** - Users find the **complexity** of Securiti's configuration and workflows challenging, requiring extensive training and expertise. - Users find the **learning curve challenging** , as mastering the extensive features requires significant time and training. - Users face **difficulties with implementation and integration** , including quick screen timeout and challenges with bulk import. - Users find the **complexity issues** of Securiti challenging, especially due to the steep learning curve of its features. - Users experience a **significant learning difficulty** with Securiti due to its complex features and workflows. #### What Are Recent G2 Reviews of Securiti? **"[Helpful for Managing Data Governance and Compliance Activities](https://www.g2.com/survey_responses/securiti-review-12973232)"** **Rating:** 4.0/5.0 stars *— Prerak C.* [Read full review](https://www.g2.com/survey_responses/securiti-review-12973232) --- **"[Accurate Multicloud Data Discovery That Makes GDPR Compliance Easier](https://www.g2.com/survey_responses/securiti-review-13103173)"** **Rating:** 4.5/5.0 stars *— Adham A.* [Read full review](https://www.g2.com/survey_responses/securiti-review-13103173) --- #### What Are G2 Users Discussing About Securiti? - [What are the examples of security software?](https://www.g2.com/discussions/what-are-the-examples-of-security-software) - [What security features mean?](https://www.g2.com/discussions/what-security-features-mean) - [What does a security software do?](https://www.g2.com/discussions/what-does-a-security-software-do) - [What are examples of security features?](https://www.g2.com/discussions/what-are-examples-of-security-features) ### 8. [Airia](https://www.g2.com/products/airia/reviews) Airia is the enterprise AI platform built to help organizations take control of AI at scale. AI is moving fast. Enterprises are deploying models, building agents, and automating workflows across every part of the business. Most have no unified way to see it, secure it, or govern it. The result is ungoverned AI sprawl, compounding risk, and little visibility into what AI is actually doing. Airia solves that. The platform unifies AI security, AI governance, and AI orchestration in a single, purpose-built solution. Organizations use Airia to detect and defend against AI-specific threats like prompt injection, data leakage, and shadow AI, enforce granular policies and controls that keep AI behavior trustworthy and accountable, and orchestrate models and agents across complex multi-step workflows. Every capability is designed to work together, so security, governance, and operations teams are finally working from the same picture. Airia was built AI-native from day one. That means AI isn't bolted on. It's embedded throughout the architecture, continuously monitoring model and agent behavior, enforcing policy at runtime, and surfacing the risks that matter before they become incidents. Trusted by 500+ enterprise customers worldwide, Airia gives organizations the confidence to scale AI broadly without sacrificing control, compliance, or security. **Average Rating:** 4.9/5.0 **Total Reviews:** 11 **Who Is the Company Behind Airia?** - **Seller:** [Airia](https://www.g2.com/sellers/airia) - **Year Founded:** 2023 - **HQ Location:** Atlanta, US - **LinkedIn® Page:** https://www.linkedin.com/company/airia-enterprise-ai-simplified/ (173 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 45% Mid-Market, 27% Enterprise #### What Are Airia's Pros and Cons? **Pros:** - Ease of Use (7 reviews) - Customer Support (6 reviews) - Setup Ease (3 reviews) - Chat Features (2 reviews) - Deployment Efficiency (2 reviews) **Cons:** - Access Limitations (2 reviews) - Call Quality Issues (1 reviews) - Dependency Issues (1 reviews) - Learning Curve (1 reviews) - Limited Features (1 reviews) ### What Do G2 Reviewers Say About Airia? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **ease of use** of Airia, quickly achieving value with an intuitive and supportive platform. - Users value the **exceptional customer support** from Airia, appreciating the responsiveness and dedication to their success. - Users commend the **ease of setup** for building agents quickly and with flexible integration options. - Users appreciate the **integrated chat feature** of Airia, facilitating easy deployment and user-friendly access to AI. - Users value the **deployment efficiency** of Airia, appreciating its ease of use and responsive support for seamless AI integration. **Cons:** - Users find **access limitations** in Airia due to fewer integrations and insufficient RBAC functionality for security roles. - Users experience **call quality issues** , with occasional failures affecting their overall satisfaction and requiring support assistance. - Users note **dependency issues** with Airia's API integration, causing occasional failures and confusion during implementation. - Users face a **difficult learning curve** with Airia, discovering quirks that complicate their ongoing usage experience. - Users note the **limited features** of Airia, especially fewer integrations compared to competitors and missing RBAC functionalities. #### What Are Recent G2 Reviews of Airia? **"[A True Enterprise Platform for Agentic AI](https://www.g2.com/survey_responses/airia-review-11696452)"** **Rating:** 5.0/5.0 stars *— Marcus d.* [Read full review](https://www.g2.com/survey_responses/airia-review-11696452) --- **"[Great Product and Customer Service](https://www.g2.com/survey_responses/airia-review-11701155)"** **Rating:** 4.5/5.0 stars *— Robert M.* [Read full review](https://www.g2.com/survey_responses/airia-review-11701155) --- ### 9. [Google Cloud Model Armor](https://www.g2.com/products/google-cloud-model-armor/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 4 **Who Is the Company Behind Google Cloud Model Armor?** - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google (31,899,995 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (341,888 employees on LinkedIn®) - **Ownership:** NASDAQ:GOOG **Who Uses This Product?** - **Company Size:** 50% Small-Business, 25% Mid-Market #### What Are Recent G2 Reviews of Google Cloud Model Armor? **"[Comprehensive AI Protection That Builds Confidence in Production Deployments](https://www.g2.com/survey_responses/google-cloud-model-armor-review-13117688)"** **Rating:** 4.5/5.0 stars *— Navneet J.* [Read full review](https://www.g2.com/survey_responses/google-cloud-model-armor-review-13117688) --- **"[Strong Security and Sandboxing for Reliable Authentication](https://www.g2.com/survey_responses/google-cloud-model-armor-review-13110307)"** **Rating:** 5.0/5.0 stars *— Lokesh B.* [Read full review](https://www.g2.com/survey_responses/google-cloud-model-armor-review-13110307) --- ### 10. [iDox.ai Guardrail](https://www.g2.com/products/idox-ai-guardrail/reviews) Dox.ai Guardrail is a real-time AI data protection solution that prevents sensitive information from being exposed during everyday AI usage. Designed for enterprises adopting tools like ChatGPT and other generative AI platforms, Guardrail acts at the endpoint—monitoring, intercepting, and controlling what data can be shared, uploaded, or accessed in real time. Unlike traditional DLP solutions that rely on static rules and post-incident detection, iDox.ai Guardrail proactively enforces AI safety policies at the moment of action. It identifies and blocks the exposure of regulated data (PII, PHI, PCI), confidential business information, source code, and intellectual property before it leaves the user’s device. Guardrail also addresses emerging risks highlighted by incidents like OpenClaw, where AI agents can access local files without clear user awareness. With file-level monitoring and permission controls, iDox.ai Guardrail can intercept AI-driven file access requests and route them through policy-based decisions—allowing only sanitized or approved data to be shared. Key capabilities include real-time prompt and file monitoring, sensitive data detection across 80+ categories, automated redaction and anonymization, and centralized policy management. Organizations gain full visibility into AI interactions, along with audit trails and reporting to support compliance with frameworks such as GDPR, HIPAA, and CPRA. With iDox.ai Guardrail, teams can safely adopt AI without sacrificing control—ensuring that data is protected before it’s ever exposed. **Average Rating:** 5.0/5.0 **Total Reviews:** 4 **Who Is the Company Behind iDox.ai Guardrail?** - **Seller:** [iDox.ai](https://www.g2.com/sellers/idox-ai) - **Year Founded:** 2021 - **HQ Location:** Fremont, California - **LinkedIn® Page:** https://www.linkedin.com/company/idox-ai/ (13 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Enterprise, 50% Mid-Market #### What Are Recent G2 Reviews of iDox.ai Guardrail? **"[Using iDox.ai Guardrail for Data Analytics without Worries](https://www.g2.com/survey_responses/idox-ai-guardrail-review-12647340)"** **Rating:** 5.0/5.0 stars *— CC W.* [Read full review](https://www.g2.com/survey_responses/idox-ai-guardrail-review-12647340) --- **"[Essential Security Tool for AI Usage](https://www.g2.com/survey_responses/idox-ai-guardrail-review-12617354)"** **Rating:** 5.0/5.0 stars *— 艳 .* [Read full review](https://www.g2.com/survey_responses/idox-ai-guardrail-review-12617354) --- ### 11. [Zscaler Internet Access](https://www.g2.com/products/zscaler-internet-access/reviews) Zscaler Internet Access™ (ZIA) is the world’s leading cloud-native secure access solution that protects users, devices, and data by securing all internet traffic, regardless of location. Leveraging cloud native, AI-powered cyberthreat protection and zero trust access to the internet and SaaS apps, ZIA ensures fast, direct, and secure connections to the internet and SaaS applications, eliminating the need for traditional on-premises security hardware. With ZIA, you can optimize internet security and user experience while aligning with Zero Trust principles through Zscaler Internet Access. ZIA's advanced features like Secure Web Gateways, DNS Security, Cloud Access Security Broker (CASB), Data Loss Prevention (DLP), Secure Enterprise Browsing, and Cloud Sandboxing provide comprehensive protection against advanced threats such as malware, ransomware, and phishing while safeguarding sensitive corporate data. It combines robust threat prevention with granular policy enforcement to ensure secure, seamless access for users across remote, branch, or hybrid environments. With ZIA, organizations can embrace cloud transformation while leveraging simplified management, reduced complexity, and consistent security across global teams. Key Features and Benefits: • Prevent cyberthreats and data loss with AI: Protect your organization against advanced threats with a suite of AI-powered cyberthreat and data protection services, enriched by real-time updates sourced from 500 trillion daily threat signals from the world’s largest security cloud. • Get an unmatched user experience: Get the world’s fastest internet and SaaS experience—up to 40% faster than legacy security architectures—to boost productivity and increase business agility. • Reduce costs and complexity: Realize 139% ROI with Zscaler by replacing 90% of your costly, complex, and slow appliances with a fully cloud-native zero trust platform. • Secure your hybrid workforce: Empower employees, customers, and third parties to securely access web apps and cloud services from anywhere, on any device—with a great digital experience. • Unify SecOps and NetOps Efforts: Drive faster, more collaborative security outcomes with shared tooling like real-time traffic insights, API-first integrations, and granular RBAC. • Achieve Total Data and Content Sovereignty: Enforce compliance for secure and localized access without performance tradeoffs using Egress NAT, geolocalized content, and in-country data logging. • Secure AI in Your Environment: Enable the secure use of Microsoft Copilot and other AI applications. • Protect Developer Environments at Scale: Automate SSL/TLS inspection for 30+ developer tools while sandboxing code and unknown or large files with instant AI-verdicts—all without slowing innovation. Zscaler Internet Access is trusted by organizations worldwide to ensure secure, reliable, and fast internet connectivity that supports both modern workflows and digital transformation initiatives." **Average Rating:** 4.4/5.0 **Total Reviews:** 199 **Who Is the Company Behind Zscaler Internet Access?** - **Seller:** [Zscaler](https://www.g2.com/sellers/zscaler) - **Company Website:** https://www.zscaler.com/ - **Year Founded:** 2008 - **HQ Location:** San Jose, California - **Twitter:** @zscaler (17,676 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/234625/ (8,830 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 49% Enterprise, 28% Mid-Market #### What Are Zscaler Internet Access's Pros and Cons? **Pros:** - Security (47 reviews) - Internet Security (46 reviews) - Protection (40 reviews) - Cloud Services (26 reviews) - Email Security (26 reviews) **Cons:** - Slow Performance (27 reviews) - Complex Implementation (24 reviews) - Complex Configuration (22 reviews) - Connection Issues (22 reviews) - Internet Connectivity (18 reviews) ### What Do G2 Reviewers Say About Zscaler Internet Access? *AI-generated summary from verified user reviews* **Pros:** - Users value the **robust security** of Zscaler Internet Access, ensuring safety while enhancing internet performance seamlessly. - Users commend the **robust internet security** of Zscaler Internet Access, enabling safe and fast access from anywhere. - Users appreciate the **security and reliable access** Zscaler Internet Access provides without relying on traditional VPNs. - Users value the **cloud-native security and zero-trust architecture** of Zscaler Internet Access, enhancing secure web access effortlessly. - Users commend the **strong email security** of Zscaler Internet Access, ensuring protection across all user environments seamlessly. **Cons:** - Users experience **slow performance** with Zscaler Internet Access, particularly affecting certain applications and websites under specific conditions. - Users find the **complex implementation** of Zscaler Internet Access challenging, requiring significant time and training for effective use. - Users find the **complex configuration** of Zscaler Internet Access challenging, especially during initial setup and advanced policy management. - Users encounter **connection issues** with Zscaler Internet Access, including latency and reduced internet speeds affecting performance. - Users experience **decreased internet speeds** and occasional performance issues, impacting overall network efficiency while using Zscaler. #### What Are Recent G2 Reviews of Zscaler Internet Access? **"[Trusted cloud security solutions](https://www.g2.com/survey_responses/zscaler-internet-access-review-13089079)"** **Rating:** 5.0/5.0 stars *— Abhinav S.* [Read full review](https://www.g2.com/survey_responses/zscaler-internet-access-review-13089079) --- **"[Fast, Frictionless Direct-to-CloThe Ultimate Cure for Legacy VPN Latency](https://www.g2.com/survey_responses/zscaler-internet-access-review-13075571)"** **Rating:** 4.0/5.0 stars *— Manan S.* [Read full review](https://www.g2.com/survey_responses/zscaler-internet-access-review-13075571) --- #### What Are G2 Users Discussing About Zscaler Internet Access? - [What is Zscaler Internet Access used for?](https://www.g2.com/discussions/what-is-zscaler-internet-access-used-for) - 1 comment - [How does zscaler app work?](https://www.g2.com/discussions/how-does-zscaler-app-work) - [What does zscaler track?](https://www.g2.com/discussions/what-does-zscaler-track) - [What are the three zscaler Internet access platform services categories?](https://www.g2.com/discussions/what-are-the-three-zscaler-internet-access-platform-services-categories) - [What is the most accurate description of Zscaler Internet access?](https://www.g2.com/discussions/what-is-the-most-accurate-description-of-zscaler-internet-access) ### 12. [CollieAi](https://www.g2.com/products/collieai/reviews) CollieAi — real-time AI control plane and AI security platform for production LLM apps CollieAi is a real-time AI control plane that lets teams safely ship and operate LLM applications, chatbots, RAG pipelines, and AI agents (agentic AI) in production. It sits inline on every model call as a drop-in layer and unifies three things you'd otherwise stitch together from separate tools: AI security, LLM observability, and AI governance. In short, CollieAi helps you protect, observe, and govern every LLM call — without changing your application code or your model provider. Most AI guardrail and LLM security tools stop at blocking attacks. CollieAi goes further: the same inline position that blocks prompt injection also gives you full visibility into every request and response, plus the policy, access, and audit controls your security and compliance teams need. It's an AI firewall, an LLM security gateway, and an AI security posture management (AI-SPM) layer in one. HOW IT WORKS Provider-agnostic — works with any model: OpenAI, Anthropic Claude, Google Gemini, Azure OpenAI, AWS Bedrock, DeepSeek, and self-hosted / open-source models. Protects agentic AI, MCP (Model Context Protocol), and tool-calling workflows. Integrate three ways: - Drop-in proxy: point your existing OpenAI-compatible client at CollieAi with a one-line change (swap the base URL) — no SDK, no rewrite. - Native SDKs for Python, Node, and .NET (bring-your-own-model), with real-time token-by-token SSE streaming. - Async API for batch and webhook-driven workloads. Every request and response is inspected bidirectionally in real time at low latency (≤20 ms median), so protection, logging, and policy enforcement happen on the live path — before anything reaches your users. PROTECT — real-time guardrails on every prompt and response A configurable rules engine runs on inbound prompts and outbound responses. For each rule you choose a direction (inbound, outbound, output, or all) and a decision (block, mask, monitor, normalize, or allow), and mix detection methods — fast pattern rules, lightweight ML models, and LLM-based reasoning — each with its own thresholds. Coverage includes: - Prompt injection and indirect (paraphrased) prompt injection protection, plus jailbreak detection - PII detection, redaction, and masking — credit cards, IBAN/BIC, SSNs, emails and more (with checksum validation) - Secrets and API-key detection (tokens, private keys, credentials) - Data loss prevention (DLP) - Output safety — block or monitor unsafe content by category (violence, self-harm, illegal acts, and more) - Profanity and sensitive-word filtering via custom, multi-language dictionaries (brand safety, competitor and sensitive terms) - Malicious-URL filtering and URL-exfiltration protection (block schemes and IP literals; allow trusted domains) - Hidden-payload detection — decode and block base64-encoded payloads and file data - Prompt normalization (NFKC, lowercase, zero-width/homoglyph removal) to defeat obfuscated attacks - Language detection to restrict unsupported or disallowed languages Full coverage of the OWASP Top 10 for LLM Applications. Start in Monitor mode to see what would be flagged, then switch to Protect when you're ready. OBSERVE — full visibility into your AI traffic - Real-time analytics: total requests, blocked, monitored, average latency, and token usage — per environment, over 24h / 7d / 30d - Requests-per-hour trends with blocked volume stacked on top - Threat breakdown: passed vs. monitored vs. blocked - Full request/response traces and logs for debugging and investigation - Anomaly detection and configurable alerts - SIEM integration to feed your existing security stack - A live Security Score summarizing your posture GOVERN — policies, access, and audit for AI - A central policy and rules library, organized by project and environment - Role-based access control (RBAC) and team management - Provider-token management and scoped API keys - Reusable dictionaries for custom filtering - Audit logging with configurable log retention - AI risk management aligned to the OWASP LLM Top 10, NIST AI RMF, ISO 42001, and the EU AI Act - Helps you address shadow AI and meet GDPR, PCI DSS, HIPAA, and SOC 2 BUILT FOR PRODUCTION - Real-time, low-latency enforcement that won't slow your app - Unlimited projects and API keys - Deploy as a managed cloud service or fully self-hosted for complete data control and residency - Configurable retention — keep what you need, drop what you don't WHO USES CollieAi Teams building and running LLM apps, chatbots, RAG systems, and AI agents in production — from early-stage startups to regulated enterprises, worldwide. Primary buyers are engineering, platform/MLOps, and security/compliance teams, with strong fit in fintech, healthcare, SaaS, gaming, and any organization handling sensitive or regulated data in AI. GET STARTED IN MINUTES A guided setup lets you pick the threats you care about — prompt injection, PII & financial data, secrets & API keys, malicious URLs, profanity, and hidden payloads — and CollieAi configures sensible defaults for you. Start free (no credit card) with a generous monthly request allowance, and scale up when you're ready. Early-stage startups can apply for 6 months of the Growth plan free. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 **Who Is the Company Behind CollieAi?** - **Seller:** [CollieAi](https://www.g2.com/sellers/collieai) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Mid-Market, 50% Small-Business #### What Are Recent G2 Reviews of CollieAi? **"[Visual, Plain-Text Firewall Creation That’s Easy for Non-Technical Users](https://www.g2.com/survey_responses/collieai-review-13115299)"** **Rating:** 4.5/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/collieai-review-13115299) --- **"[Great AI Firewall with smart guardrails - Prompt Injection, PII, Content Moderation, and Sandboxbox](https://www.g2.com/survey_responses/collieai-review-12920060)"** **Rating:** 5.0/5.0 stars *— Willem J.* [Read full review](https://www.g2.com/survey_responses/collieai-review-12920060) --- ### 13. [Entro Security](https://www.g2.com/products/entro-security/reviews) Entro Security governs every AI agent, every non-human identity, and every action they take. As enterprises deploy autonomous AI at scale, Entro delivers the control plane they lack, discovering shadow AI, mapping MCP servers, and stopping agentic threats before they execute. From intent manipulation to rogue MCPs, Entro's AI Detection and Response (AIDR) secures the full lifecycle of agent-driven activity. With Agentic Governance Architecture (AGA), Entro enforces real-time policy, least-privilege access, and full accountability across all agents and NHIs, ensuring every action is visible, governed, and compliant. Trusted by Fortune 500 enterprises, Entro has received numerous acknowledgments and recognitions, including Gartner® Cool Vendor™ within months of founding, CRN Stellar Startup, KuppingerCole Rising Star, and Sinet16 innovation award. **Average Rating:** 4.7/5.0 **Total Reviews:** 15 **Who Is the Company Behind Entro Security?** - **Seller:** [Entro Security](https://www.g2.com/sellers/entro-security) - **Company Website:** https://entro.security/ - **Year Founded:** 2022 - **HQ Location:** Cambridge, US - **LinkedIn® Page:** https://www.linkedin.com/company/entro-security (64 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 87% Enterprise, 7% Mid-Market #### What Are Entro Security's Pros and Cons? **Pros:** - Easy Integrations (5 reviews) - Monitoring (3 reviews) - Customer Support (2 reviews) - Data Detection (2 reviews) - Helpful (2 reviews) **Cons:** - Limited Features (2 reviews) - Complexity (1 reviews) - Policy Limitations (1 reviews) - Poor Customer Support (1 reviews) - Training Required (1 reviews) ### What Do G2 Reviewers Say About Entro Security? *AI-generated summary from verified user reviews* **Pros:** - Users praise Entro Security's **easy integrations** , enhancing automation and security across platforms like Slack and GitHub. - Users value the **near real-time visibility** of Entro Security, enhancing risk management and workflow automation. - Users value the **exceptional visibility and control** provided by Entro Security for managing secrets and identities efficiently. - Users value the **data detection capabilities** of Entro Security, enabling clear visibility and efficient identity governance. - Users find Entro Security extremely **helpful for secrets discovery and identity governance** , enhancing efficiency and visibility in operations. **Cons:** - Users note the **limited features** of Entro Security, particularly in its RBAC and multi-tenancy support. - Users find the **learning curve steep** , making it challenging to fully utilize Entro Security's advanced features. - Users express concern over **policy limitations** that restrict access to essential configurations, hindering flexibility and quick adjustments. - Users experience **poor customer support** due to limited documentation and inadequate RBAC features impacting usability. - Users note the **training required** to effectively navigate Entro Security's features, highlighting its learning curve. #### What Are Recent G2 Reviews of Entro Security? **"[Excellent Visibility and Control for Secrets and Non-Human Identities at Enterprise Scale](https://www.g2.com/survey_responses/entro-security-review-12111623)"** **Rating:** 5.0/5.0 stars *— Shubham S.* [Read full review](https://www.g2.com/survey_responses/entro-security-review-12111623) --- **"[Comprehensive Security Insights for Modern Cloud Environments](https://www.g2.com/survey_responses/entro-security-review-12975720)"** **Rating:** 4.5/5.0 stars *— Shivam A.* [Read full review](https://www.g2.com/survey_responses/entro-security-review-12975720) --- ### 14. [Harmonic Security](https://www.g2.com/products/harmonic-security/reviews) Harmonic Security is an AI Governance and Control (AIGC) platform that helps enterprise security teams manage, monitor, and enforce data protection policies across employee use of generative AI tools. Designed for organizations navigating widespread AI adoption, the platform provides real-time visibility and inline controls over what data employees share with AI applications — without blocking productivity or pushing usage underground. As employees increasingly rely on tools like ChatGPT, Claude, Perplexity, Canva AI, and other AI assistants in their daily work, sensitive data such as source code, financial projections, customer records, and confidential deal terms routinely enters these systems. Harmonic addresses this by analyzing the actual content and context of every prompt and interaction across browsers, desktop applications, and agentic workflows — including MCP servers — before data leaves the organization. The platform uses 25+ proprietary Small Language Models (SLMs) purpose-built to understand user intent and domain-specific context (such as legal discourse, M&A activity, or protected health information) with ~200ms latency, without training on customer data. This allows security teams to apply contextual, intent-aware controls rather than relying solely on keyword matching or blanket blocking policies. Harmonic Security is designed for security leaders in mid-market and enterprise organizations who need to enable AI adoption at scale without increasing data exposure risk. Customers have reported a 300% increase in AI tool usage alongside a 72% reduction in sensitive data exposure within 90 days of deployment. **Average Rating:** 4.5/5.0 **Total Reviews:** 3 **Who Is the Company Behind Harmonic Security?** - **Seller:** [Harmonic Security](https://www.g2.com/sellers/harmonic-security) - **Year Founded:** 2023 - **HQ Location:** San Francisco, California - **LinkedIn® Page:** https://www.linkedin.com/company/harmonic-security/ (63 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 67% Enterprise, 33% Mid-Market #### What Are Recent G2 Reviews of Harmonic Security? **"[Coach, Don’t Block: Context-Aware GenAI Security That Keeps Workflows Moving](https://www.g2.com/survey_responses/harmonic-security-review-12415075)"** **Rating:** 5.0/5.0 stars *— Verified User in Hospitality* [Read full review](https://www.g2.com/survey_responses/harmonic-security-review-12415075) --- **"[A Modern Approach to Data Protection](https://www.g2.com/survey_responses/harmonic-security-review-13072625)"** **Rating:** 4.0/5.0 stars *— Rahul P.* [Read full review](https://www.g2.com/survey_responses/harmonic-security-review-13072625) --- ### 15. [Mend.io](https://www.g2.com/products/mend-io/reviews) Modern risk doesn't live in one layer, it lives between them. Mend.io is built for every risk, across AI and AppSec, securing the code layer, the AI layer, and the interactions between them. From discovery and red teaming to guardrails and runtime protection, Mend.io delivers continuous protection across the entire AI application lifecycle. Mend.io solutions include: 1. Mend AI secures the layer where modern risk actually lives—the interaction between code and AI. It continuously discovers AI components (agents, prompts, models), tests real behavioral risk through automated red teaming, and enforces in-app runtime guardrails for one continuous control system for the AI lifecycle. 2. Mend AppSec secures the modern code layer by continuously discovering and prioritizing risk across code, libraries, containers, and dependencies, giving teams the clarity they need to reduce exposure and ship secure software faster. 3. Mend Renovate secures the foundation of every codebase by automatically updating dependencies, rating the likelihood each update will succeed without breaking changes, and grouping them by confidence level so teams can resolve them faster. **Average Rating:** 4.3/5.0 **Total Reviews:** 109 **Who Is the Company Behind Mend.io?** - **Seller:** [Mend](https://www.g2.com/sellers/mend-ab79a83a-6747-4682-8072-a3c176489d0b) - **Company Website:** https://mend.io - **Year Founded:** 2011 - **HQ Location:** Boston, Massachusetts - **Twitter:** @Mend_io (11,256 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/2440656/ (257 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 37% Small-Business, 34% Mid-Market #### What Are Mend.io's Pros and Cons? **Pros:** - Scanning Efficiency (8 reviews) - Ease of Use (7 reviews) - Easy Integrations (6 reviews) - Scanning Technology (6 reviews) - Vulnerability Detection (6 reviews) **Cons:** - Integration Issues (6 reviews) - Limited Features (3 reviews) - Missing Features (3 reviews) - Complex Implementation (2 reviews) - Confusing Interface (2 reviews) ### What Do G2 Reviewers Say About Mend.io? *AI-generated summary from verified user reviews* **Pros:** - Users value the **scanning efficiency** of Mend.io, appreciating its quick and accurate results across multiple repositories. - Users appreciate the **ease of use** of Mend.io, highlighting simple integration and efficient navigation to find vulnerabilities. - Users appreciate the **easy integrations** of Mend.io, enabling efficient scanning and streamlined workflows across multiple repositories. - Users appreciate the **quick and accurate scanning** capabilities of Mend.io, enhancing their development workflow and security. - Users commend the **excellent automated vulnerability detection** in Mend.io, enhancing efficiency in their CI/CD processes. **Cons:** - Users struggle with **integration issues** , finding the setup process for tools like Jira and on-premise systems challenging. - Users find **limited features** in Mend.io, struggling with functionality and integration challenges for various tools and cases. - Users note that Mend.io lacks **essential features** , requiring additional tools and workarounds for effective integration. - Users experience **complex implementation** with Mend.io, citing difficulties in integration and frequent false positives. - Users find the **confusing interface** of Mend.io awkward, especially when switching between different product portals. #### What Are Recent G2 Reviews of Mend.io? **"[Great Tool for Managing 3rd party libraries](https://www.g2.com/survey_responses/mend-io-review-6728890)"** **Rating:** 4.5/5.0 stars *— Johannes B.* [Read full review](https://www.g2.com/survey_responses/mend-io-review-6728890) --- **"[Effortless Integration with Budget-Friendly Scanning](https://www.g2.com/survey_responses/mend-io-review-4261734)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/mend-io-review-4261734) --- #### What Are G2 Users Discussing About Mend.io? - [What is your experience regarding pricing and costs for Mend.io, and how does it compare to other open-source security solutions?](https://www.g2.com/discussions/what-is-your-experience-regarding-pricing-and-costs-for-mend-io-and-how-does-it-compare-to-other-open-source-security-solutions) - [What is Mend (formerly WhiteSource) used for?](https://www.g2.com/discussions/what-is-mend-formerly-whitesource-used-for) - [What is white Source bolt?](https://www.g2.com/discussions/what-is-white-source-bolt) - [What are SCA tools?](https://www.g2.com/discussions/what-are-sca-tools) - [What is software composition analysis SCA?](https://www.g2.com/discussions/what-is-software-composition-analysis-sca) ### 16. [AppTrana](https://www.g2.com/products/apptrana/reviews) AppTrana API is a fully managed API security platform that provides continuous API discovery, automated vulnerability detection, and real-time protection against API attacks. It combines 24/7 AI-driven intelligence with human-led operations to deliver runtime security with a Zero False Positive Guarantee. Trusted by over 6,500 customers across 95+ countries, it offers unmetered protection with 100% availability. AppTrana API includes SwyftComply, an industry-first autonomous remediation capability that virtually patches API vulnerabilities without code changes, enabling zero-vulnerability compliance reports. **Average Rating:** 4.8/5.0 **Total Reviews:** 34 **Who Is the Company Behind AppTrana?** - **Seller:** [Indusface](https://www.g2.com/sellers/indusface) - **Year Founded:** 2012 - **HQ Location:** Vadodara - **Twitter:** @Indusface (3,472 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/indusface/ (180 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 54% Mid-Market, 23% Enterprise #### What Are AppTrana's Pros and Cons? **Pros:** - Protection (11 reviews) - Cybersecurity (9 reviews) - WAF (Web Application Firewall) (7 reviews) - Bot Detection (5 reviews) - DDoS Protection (5 reviews) **Cons:** - Difficult Reporting (2 reviews) - Complex Setup (1 reviews) - Expensive (1 reviews) - Learning Difficulty (1 reviews) - Poor Documentation (1 reviews) ### What Do G2 Reviewers Say About AppTrana? *AI-generated summary from verified user reviews* **Pros:** - Users rave about the **exceptional protection** provided by AppTrana, appreciating the 24/7 support and fast vulnerability patching. - Users value the **comprehensive cybersecurity support** of AppTrana, ensuring robust protection and peace of mind 24/7. - Users value the **comprehensive protection** provided by AppTrana WAF, noting its ease of use and reliable support. - Users commend the **effective bot detection** capabilities of AppTrana, ensuring continuous protection without false positives. - Users value the **exceptional DDoS protection** provided by AppTrana, ensuring 24/7 peace of mind from attacks. **Cons:** - Users find the **difficult reporting** of AppTrana limits analytics and lacks clarity in data interpretation. - Users find the **complex setup** of AppTrana challenging due to poor documentation and confusing certificate requirements. - Users express concerns about the **high cost** of AppTrana, especially with multiple application instances impacting budgets. - Users find the **installation of third-party certificates** difficult due to poor documentation and confusing requirements. - Users find **poor documentation** makes installation and replacement of third party certificates challenging and confusing. #### What Are Recent G2 Reviews of AppTrana? **"[AppTrana’s Managed WAAP with 24×7 SOC Support and Zero False Positives](https://www.g2.com/survey_responses/apptrana-review-13029658)"** **Rating:** 5.0/5.0 stars *— UTKARSH S.* [Read full review](https://www.g2.com/survey_responses/apptrana-review-13029658) --- **"[All-in-One App Security with Clear Threat Visibility and Responsive Support](https://www.g2.com/survey_responses/apptrana-review-13085777)"** **Rating:** 4.5/5.0 stars *— lenish r.* [Read full review](https://www.g2.com/survey_responses/apptrana-review-13085777) --- #### What Are G2 Users Discussing About AppTrana? - [What is sucuri firewall?](https://www.g2.com/discussions/what-is-sucuri-firewall) - [What is WAF service?](https://www.g2.com/discussions/what-is-waf-service) - 1 comment - [What is AppTrana?](https://www.g2.com/discussions/what-is-apptrana) - 1 comment ### 17. [Averta](https://www.g2.com/products/averta/reviews) Agentic AI security for enterprise AI agents. Secure them before they access accounts, expose customer data, call tools, or trigger high-risk actions. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Averta?** - **Seller:** [Averta](https://www.g2.com/sellers/averta-8a26e876-434b-435b-b81c-97d4fb2d9e19) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/averta-security (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Averta? **"[Averta Makes Runtime AI Agent Security and Tool Governance Simple](https://www.g2.com/survey_responses/averta-review-12994490)"** **Rating:** 5.0/5.0 stars *— Giovanni D.* [Read full review](https://www.g2.com/survey_responses/averta-review-12994490) --- ### 18. [CalypsoAI](https://www.g2.com/products/calypsoai/reviews) CalypsoAI brings together the top minds in the fields of data science, machine learning, and defense to create the leading-edge solutions for testing and validation. **Average Rating:** 4.0/5.0 **Total Reviews:** 2 **Who Is the Company Behind CalypsoAI?** - **Seller:** [CalypsoAI](https://www.g2.com/sellers/calypsoai) - **Year Founded:** 2018 - **HQ Location:** New York ,United States - **LinkedIn® Page:** https://www.linkedin.com/company/calypso-ai/ (68 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are CalypsoAI's Pros and Cons? **Pros:** - AI Integration (1 reviews) - Efficiency (1 reviews) - Scalability (1 reviews) **Cons:** - AI Limitations (1 reviews) - Expensive (1 reviews) ### What Do G2 Reviewers Say About CalypsoAI? *AI-generated summary from verified user reviews* **Pros:** - Users find the **real-time security insights** from Inference Observe invaluable for scaling their multimodal AI agents. - Users value the **enhanced efficiency** and productivity of CalypsoAI while ensuring robust AI security. - Users find the **real-time security insights** of CalypsoAI crucial for effectively scaling their multimodal AI agents. **Cons:** - Users are concerned about the **high costs of implementation** and the risk of human job loss with CalypsoAI. - Users find CalypsoAI **expensive** to implement, raising concerns about potential human job loss. #### What Are Recent G2 Reviews of CalypsoAI? **"[Best AI Inference Platform](https://www.g2.com/survey_responses/calypsoai-review-11291468)"** **Rating:** 4.5/5.0 stars *— parth p.* [Read full review](https://www.g2.com/survey_responses/calypsoai-review-11291468) --- ### 19. [Check Point AI Agent Security](https://www.g2.com/products/check-point-ai-agent-security/reviews) Lakera Guard empowers organizations to build GenAI applications without worrying about prompt injections, data loss, harmful content, and other LLM risks. Lakera Guard's capabilities are based on proprietary databases that combine insights from LLM applications, Gandalf, open-source data, and our dedicated ML research. Try it for free: https://lakera.ai/ **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Check Point AI Agent Security?** - **Seller:** [Check Point Software Technologies](https://www.g2.com/sellers/check-point-software-technologies) - **Year Founded:** 1993 - **HQ Location:** Redwood City, CA - **Twitter:** @CheckPointSW (70,955 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/check-point-software-technologies/ (8,554 employees on LinkedIn®) - **Ownership:** NASDAQ:CHKP **Who Uses This Product?** - **Company Size:** 100% Mid-Market #### What Are Check Point AI Agent Security's Pros and Cons? **Pros:** - Features (1 reviews) **Cons:** - Expensive (1 reviews) - Limited Customization (1 reviews) ### What Do G2 Reviewers Say About Check Point AI Agent Security? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **effective protection against AI threats** provided by Check Point AI Agent Security, enhancing their security posture. **Cons:** - Users find the product to be **costly** , limiting personal customization options and impacting overall satisfaction. - Users express concern over **limited customization** options in Check Point AI Agent Security, along with its high cost. #### What Are Recent G2 Reviews of Check Point AI Agent Security? **"[Security means Lakera](https://www.g2.com/survey_responses/check-point-ai-agent-security-review-9988993)"** **Rating:** 5.0/5.0 stars *— MOHIT B.* [Read full review](https://www.g2.com/survey_responses/check-point-ai-agent-security-review-9988993) --- ### 20. [Chronoloq](https://www.g2.com/products/chronoloq/reviews) Chronoloq is an AI and API security platform for small and mid-sized organizations. It scans a company's AI/LLM features and API endpoints to identify exposed attack surface, then delivers a prioritized risk score (the "Chronoloq Score") alongside a remediation plan and compliance-ready reports. The platform operates agentlessly and is designed to complete an initial assessment in under 30 minutes, without requiring a dedicated security team or a lengthy enterprise deployment. It also includes an active protection gateway layer (LLM Shield) that monitors and controls AI model behavior in real time. The end result is continuous visibility into AI and API risk, and audit documentation usable for SOC2, HIPAA, and FERPA reviews. **Average Rating:** 5.0/5.0 **Total Reviews:** 2 **Who Is the Company Behind Chronoloq?** - **Seller:** [Chronoloq](https://www.g2.com/sellers/chronoloq) - **Year Founded:** 2025 - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/chronoloq (2 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Chronoloq? **"[Comprehensive Risk Coverage and Fast, Knowledgeable Support](https://www.g2.com/survey_responses/chronoloq-review-13072618)"** **Rating:** 5.0/5.0 stars *— Verified User in Higher Education* [Read full review](https://www.g2.com/survey_responses/chronoloq-review-13072618) --- **"[Clear Visibility Into AI & API Exposure with Chronoloq](https://www.g2.com/survey_responses/chronoloq-review-13058079)"** **Rating:** 5.0/5.0 stars *— Verified User in Marketing and Advertising* [Read full review](https://www.g2.com/survey_responses/chronoloq-review-13058079) --- ### 21. [Hunto AI](https://www.g2.com/products/hunto-ai/reviews) Hunto AI is an agentic, 100% autonomous platform purpose-built for monitoring and quantifying your external threats. We proactively monitor external assets, detect real-world brand impersonation and fraud infrastructure, and execute rapid takedowns, while mapping every finding to audit-ready proof. - CTOs get measurable breach-probability reduction and time-to-mitigation SLAs. - CEOs/CMOs get brand-abuse suppression and revenue protection. - Compliance gets reports your auditors actually accept. Hunto AI offers a live, quantified view of exposure, external risk, and the fastest path to fix. **Average Rating:** 4.9/5.0 **Total Reviews:** 9 **Who Is the Company Behind Hunto AI?** - **Seller:** [Hunto AI](https://www.g2.com/sellers/hunto-ai) - **Year Founded:** 2023 - **HQ Location:** Melbourne, AU - **LinkedIn® Page:** https://www.linkedin.com/company/hunto-ai/ (11 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 44% Mid-Market, 33% Small-Business #### What Are Hunto AI's Pros and Cons? **Pros:** - Monitoring (6 reviews) - Automation (5 reviews) - Detection (5 reviews) - Insights (4 reviews) - Threat Detection (4 reviews) **Cons:** - Lack of Automation (1 reviews) - Limited Automation (1 reviews) - Module Issues (1 reviews) ### What Do G2 Reviewers Say About Hunto AI? *AI-generated summary from verified user reviews* **Pros:** - Users value the **proactive monitoring** of Hunto AI, enhancing threat detection and enabling timely remediation for enhanced security. - Users value the **automation capabilities** of Hunto AI, streamlining risk management and enhancing cybersecurity efficiency. - Users value the **proactive monitoring and quick threat detection** of Hunto AI, ensuring effective security management. - Users value the **comprehensive security integration** of Hunto AI, enhancing organizational awareness and threat management efficiently. - Users value the **real-time threat detection** of Hunto AI, enhancing security through continuous monitoring and rapid response. **Cons:** - Users desire more **automation** in Hunto AI to enhance efficiency and streamline their workflows. - Users desire more **automation** in Hunto AI to enhance efficiency and streamline their tasks effectively. - Users feel that **module enhancements** are needed, particularly with the addition of risk scoring features. #### What Are Recent G2 Reviews of Hunto AI? **"[Hunto AI Delivers Proactive Monitoring and Fast Threat Detection](https://www.g2.com/survey_responses/hunto-ai-review-12348091)"** **Rating:** 4.0/5.0 stars *— Vaibhav k.* [Read full review](https://www.g2.com/survey_responses/hunto-ai-review-12348091) --- **"[Easy-to-Use Platform for Security Monitoring](https://www.g2.com/survey_responses/hunto-ai-review-12980550)"** **Rating:** 5.0/5.0 stars *— Rahul D.* [Read full review](https://www.g2.com/survey_responses/hunto-ai-review-12980550) --- ### 22. [Patronus AI](https://www.g2.com/products/patronus-ai/reviews) Patronus AI is the leading enterprise platform for evaluating, monitoring, and securing large language models (LLMs) and AI agent systems at scale. Founded by machine learning experts from Meta AI and Meta Reality Labs, Patronus AI addresses the critical challenge of ensuring AI safety, reliability, and compliance in production environments where generative AI applications pose significant risks to enterprises. Core Platform Capabilities: Patronus AI provides automated AI evaluation and testing infrastructure that integrates directly into enterprise AI workflows. The platform enables development teams to score LLM performance, generate adversarial test cases, benchmark AI models, and detect failures in real-time without compromising data privacy. Unlike static benchmarks or manual QA processes, Patronus delivers continuous monitoring from pre-deployment testing through post-deployment oversight. At the platform's core are industry-leading AI evaluation tools including Percival, an intelligent agent that analyzes end-to-end workflows to detect over 20 types of failure modes in agentic systems. The platform also features Lynx, a state-of-the-art hallucination detection model that outperforms GPT-4o, Claude-3-Sonnet, and other leading LLMs at identifying inaccurate AI-generated content. Advanced AI Safety and Compliance Features: Patronus AI specializes in enterprise AI safety and compliance, offering automated detection of hallucinations, copyright risks, safety violations, and business-sensitive information leaks. The platform provides real-time AI monitoring and alerting capabilities that help organizations maintain regulatory compliance and manage AI-related risks in high-stakes industries like finance, healthcare, and customer service. The platform includes specialized evaluation datasets such as FinanceBench for financial AI compliance, SimpleSafetyTests for safety risk identification, and EnterprisePII for detecting business-sensitive information. These purpose-built datasets enable organizations to conduct thorough AI model testing tailored to their specific industry requirements and regulatory frameworks. Market Leadership and Enterprise Adoption: Patronus AI has established itself as a category-defining company in the rapidly growing AI evaluation and optimization market. The company raised $17 million in Series A funding just eight months after its initial seed round, demonstrating strong market traction and investor confidence in the AI governance space. Enterprise customers have made hundreds of thousands of evaluation requests through the platform, validating the critical need for scalable AI oversight solutions. Patronus AI represents the essential infrastructure for enterprise AI deployment, providing the visibility, control, and compliance capabilities necessary for organizations to confidently scale their generative AI initiatives while managing associated risks and regulatory requirements. **Average Rating:** 3.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind Patronus AI?** - **Seller:** [Patronus AI](https://www.g2.com/sellers/patronus-ai) - **Year Founded:** 2023 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/patronus-ai-inc (33 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Mid-Market ### 23. [AccuroAI Shield](https://www.g2.com/products/accuroai-shield/reviews) From discovery to protection to compliance AccuroAI gives you end-to-end control over every AI interaction in your organization. Deploy in minutes, not months. **Who Is the Company Behind AccuroAI Shield?** - **Seller:** [AccuroAI](https://www.g2.com/sellers/accuroai) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/accuroai/ (1 employees on LinkedIn®) ### 24. [Agen.co](https://www.g2.com/products/agen-co/reviews) Agen.co is identity-native security for the AI-native era. It lets organizations become AI-native by anchoring every agent to the identity behind it and governing every action as it happens, on one platform across endpoint, browser, gateway, and cloud. **Who Is the Company Behind Agen.co?** - **Seller:** [Frontegg LTD](https://www.g2.com/sellers/frontegg-ltd) - **Year Founded:** 2019 - **HQ Location:** Mountain View, California, United States - **Twitter:** @FronteggForSaaS (457 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/29365766/ (72 employees on LinkedIn®) ### 25. [Agent Access Security Broker (AASB)](https://www.g2.com/products/agent-access-security-broker-aasb/reviews) Unbound is the Agent Access Security Broker (AASB) built for AI coding agents. Discover, assess, and enforce policy across every agent in your org. **Who Is the Company Behind Agent Access Security Broker (AASB)?** - **Seller:** [Unbound AI](https://www.g2.com/sellers/unbound-ai) - **Year Founded:** 2024 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/unboundsec/ (12 employees on LinkedIn®) ## What Is AI Security Solutions Software? [Artificial Intelligence Software](https://www.g2.com/categories/artificial-intelligence) ## What Software Categories Are Similar to AI Security Solutions Software? - [AI Security Posture Management (AI-SPM) Tools Software](https://www.g2.com/categories/ai-security-posture-management-ai-spm-tools) --- ## What Are the Most Common Questions About AI Security Solutions Software? *AI-generated · 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](https://www.g2.com/products/wiz-wiz) — cloud and code risk prioritization. - [Nudge Security](https://www.g2.com/products/nudge-security) — SaaS and shadow AI visibility. - [Guardia](https://www.g2.com/products/guardia) — prompt and file data protection. - [Securiti](https://www.g2.com/products/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.