# 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. ## How Many AI Security Solutions Software Products Does G2 Track? **Total Products under this Category:** 72 ### Category Stats (Jun 2026) - **Average Rating**: 4.59/5 (↓0.09 vs May 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Wiz (+0.04%) - Among all products in this category, Wiz recorded the largest rating increase compared to last month *Last updated: June 18, 2026* ## How Does G2 Rank AI Security Solutions Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 1,600+ Authentic Reviews - 72+ 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? - **Easiest to Use:** [Wiz](https://www.g2.com/products/wiz-wiz/reviews) - **Best Free Software:** [Nudge Security](https://www.g2.com/products/nudge-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%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&secure%5Btoken%5D=0c51044b1ae090e25bc1af92aafbff463c6992f92f5efcc4151321b5536c5781&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. [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:** 28 **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:** 79% Mid-Market, 14% 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 appreciate the **efficient user interface** of Nudge Security, making information easy to digest and sort. - Users highlight the **high-level security** of Nudge Security, ensuring safe work and excellent detection of potential threats. - Users value the **swift deployment** of Nudge Security, leading to rapid visibility and insights into their SaaS inventory. - Users praise Nudge Security for its **robust malware protection** , ensuring a secure and efficient work environment. - Users value the **reliability** of Nudge Security, which efficiently tracks and alerts on supplier breaches, enhancing security. **Cons:** - Users find the **access control identification confusing** , often needing to manually adjust technical contacts for accuracy. - Users find the **limited acceptance** of technical contacts frustrating, necessitating frequent adjustments for accuracy. - Users note the **limited features** of Nudge Security compared to larger competitors, but improvements are on the way. - Users often face **technical issues** identifying the right contacts for tools, needing manual adjustments to improve accuracy. - Users find the **automatic technical contact assignments** confusing, often requiring manual adjustments to correct inaccuracies. #### What Are Recent G2 Reviews of Nudge Security? **"[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) --- **"[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) --- ### 2. [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:** 809 **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, Information Technology and Services - **Company Size:** 54% Enterprise, 38% Mid-Market #### What Are Wiz's Pros and Cons? **Pros:** - Features (113 reviews) - Security (107 reviews) - Ease of Use (104 reviews) - Visibility (87 reviews) - Easy Setup (68 reviews) **Cons:** - Improvement Needed (35 reviews) - Feature Limitations (34 reviews) - Learning Curve (34 reviews) - Improvements Needed (29 reviews) - Complexity (27 reviews) ### What Do G2 Reviewers Say About Wiz? *AI-generated summary from verified user reviews* **Pros:** - Users love the **seamless integration** and **continuous innovation** of Wiz, enhancing security and compliance effortlessly. - Users value the **unparalleled security features** of Wiz, enhancing multi-cloud visibility and simplifying compliance management. - Users praise the **ease of use** of Wiz, enabling quick integration and seamless functionality for teams of all levels. - Users value the **enhanced visibility** Wiz offers, allowing for better risk management and security posture understanding. - Users find the **easy setup** of Wiz exceptionally quick, enhancing their overall cloud security experience effortlessly. **Cons:** - Users find that **improvement is needed** in usability and reporting functions, often struggling with confusing features and limitations. - Users note **feature limitations** in Wiz, urging for enhancements in DSPM, AI, and overall operational integration. - Users struggle with a steep **learning curve** in understanding the UX and data connections of Wiz. - Users note the need for **improvements in alert tuning and AI transparency** to enhance their experience with Wiz. - Users find the platform's **complexity** overwhelming, requiring time and training to navigate its numerous features 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) --- ### 3. [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:** 4.4/5.0 **Total Reviews:** 7 **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:** 57% Mid-Market, 43% Small-Business #### What Are Recent G2 Reviews of Guardia? **"[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) --- **"[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) --- ### 4. [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% Mid-Market, 50% Enterprise #### 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) --- ### 5. [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:** 286 **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 value the **comprehensive security features** of Microsoft Defender for Cloud, enhancing protection across their cloud environments. - Users value the **comprehensive security** features of Microsoft Defender for Cloud for protecting and managing cloud environments. - Users value the **robust security features** of Microsoft Defender for Cloud, enhancing their protection against cyber threats. - Users value the **vulnerability detection** capabilities of Microsoft Defender for Cloud, ensuring proactive security and threat management. - Users commend the **real-time threat detection** capabilities of Microsoft Defender for Cloud, enhancing proactive security measures. **Cons:** - Users find **complexity in configuration** challenging, especially for those new to Azure and its Defender plans. - Users find Microsoft Defender for Cloud **expensive** , particularly small businesses struggling with its complex pricing structure. - Users experience **delayed detection** and false positives in Microsoft Defender for Cloud, complicating operations and policy implementation. - Users experience **false positives** with Microsoft Defender for Cloud, leading to unnecessary notifications and operational complications. - Users note that there is **improvement needed** in policy generation speed and malware detection reliability for Microsoft Defender for Cloud. #### What Are Recent G2 Reviews of Microsoft Defender for Cloud? **"[A Robust Cloud Security Tool That Gives IT Teams Peace of Mind](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-12611783)"** **Rating:** 4.0/5.0 stars *— Archit J.* [Read full review](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-12611783) --- **"[Unified Cloud Security with Actionable Insights and Deep Visibility](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-12621279)"** **Rating:** 4.0/5.0 stars *— datha s.* [Read full review](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-12621279) --- #### 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) - 1 comment - [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) ### 6. [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:** 4.7/5.0 **Total Reviews:** 87 **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, Retail - **Company Size:** 64% Enterprise, 15% 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 use** , appreciating its straightforward setup and excellent customer support. - Users praise the **highly responsive customer support** of Securiti, highlighting professional assistance and prompt account management. - Users value Securiti's **user-friendly features** and exceptional support, enhancing data governance and integration effortlessly. - Users value Securiti for its **robust automation and professional customer service** , enhancing compliance and efficiency in privacy tasks. - Users value Securiti for its **effective problem-solving capabilities** in privacy and compliance, enhancing operational efficiency. **Cons:** - Users find the **significant learning curve** of Securiti's features challenging, requiring extensive training for effective use. - Users face a **significant learning curve** with Securiti, requiring extensive training to master its complex features. - Users report **implementation challenges** with Securiti, including quick screen timeouts and data integration difficulties. - Users find the **complexity issues** of Securiti challenging, particularly with its learning curve and multi-org frustrations. - Users note a significant **learning difficulty** , as mastering Securiti's features requires extensive training and time investment. #### What Are Recent G2 Reviews of Securiti? **"[Fantastic for Hybrid Data Discovery, Classification, and Automated Remediation](https://www.g2.com/survey_responses/securiti-review-12493209)"** **Rating:** 4.5/5.0 stars *— Verified User in Human Resources* [Read full review](https://www.g2.com/survey_responses/securiti-review-12493209) --- **"[Responsive, Attentive Customer Support That Follows Through](https://www.g2.com/survey_responses/securiti-review-12723645)"** **Rating:** 4.5/5.0 stars *— Verified User in Financial Services* [Read full review](https://www.g2.com/survey_responses/securiti-review-12723645) --- #### 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) ### 7. [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:** 188 **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:** 48% 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, providing strong data protection without compromising speed. - Users value the **robust internet security** of Zscaler Internet Access, ensuring fast performance and strong data protection. - Users value the **seamless security** of Zscaler Internet Access, enabling reliable access without the hassle of traditional VPNs. - Users value Zscaler Internet Access for its **cloud-native security model** and effective zero-trust architecture, enhancing protection effortlessly. - Users appreciate the **strong security** of Zscaler Internet Access, ensuring consistent protection for all users regardless of location. **Cons:** - Users experience **slow performance** with Zscaler Internet Access, especially during setup and with certain applications. - Users report **complex implementation** challenges with Zscaler Internet Access, requiring significant time and training for effective use. - Users find the **complex configuration** of Zscaler Internet Access can hinder effective troubleshooting and initial setup. - Users experience **connection issues** with Zscaler, including slow speeds and latency affecting team performance. - Users report that **internet connectivity can suffer** due to decreased speeds and occasional performance issues. #### What Are Recent G2 Reviews of Zscaler Internet Access? **"[Powerful Cloud Security with Centralized Policy Management in Zscaler Internet Access](https://www.g2.com/survey_responses/zscaler-internet-access-review-12553191)"** **Rating:** 5.0/5.0 stars *— Ravi M.* [Read full review](https://www.g2.com/survey_responses/zscaler-internet-access-review-12553191) --- **"[Robust Security with Some Whitelisting Challenges](https://www.g2.com/survey_responses/zscaler-internet-access-review-12859641)"** **Rating:** 5.0/5.0 stars *— Kyle.Bravo@allmar.com B.* [Read full review](https://www.g2.com/survey_responses/zscaler-internet-access-review-12859641) --- #### 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) ### 8. [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:** 5.0/5.0 **Total Reviews:** 1 **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:** 100% Mid-Market #### What Are Recent G2 Reviews of CollieAi? **"[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) --- ### 9. [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:** 4.8/5.0 **Total Reviews:** 13 **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:** 93% 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 appreciate the **easy integrations** of Entro Security, enhancing workflows and improving security across various platforms. - Users value the **near real-time visibility** provided by Entro Security, enhancing risk management and workflow efficiency. - Users value the **exceptional customer support** from Entro Security, enhancing security operations through effective assistance and guidance. - Users appreciate the **real-time visibility** provided by Entro Security, enhancing efficiency in secrets discovery and risk management. - Users find Entro Security **exceptionally helpful** for secrets discovery and managing non-human identities efficiently. **Cons:** - Users find Entro Security's **limited features** frustrating, especially regarding multi-tenancy and RBAC capabilities. - Users note the **steep learning curve** of Entro Security, hindering their ability to utilize its full potential. - Users find the **policy limitations on configuration settings** hinder quicker adjustments and reduce operational flexibility. - Users find the **poor customer support** challenging, especially with limited documentation and multi-tenancy issues. - Users note a **steep learning curve** with Entro Security, necessary to fully utilize its advanced features and integrations. #### What Are Recent G2 Reviews of Entro Security? **"[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) --- **"[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) --- ### 10. [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:** 4.8/5.0 **Total Reviews:** 2 **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:** 50% Enterprise, 50% 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) --- **"[Comprehensive Security in a Fast-Changing Space—Harmonic Keeps Improving](https://www.g2.com/survey_responses/harmonic-security-review-12410395)"** **Rating:** 4.5/5.0 stars *— Verified User in Biotechnology* [Read full review](https://www.g2.com/survey_responses/harmonic-security-review-12410395) --- ### 11. [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/ (5 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Mid-Market, 25% Enterprise #### 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 for its impressive quick threat detection and effective solutions. - Users highlight the **effective automation** of Hunto AI, streamlining security processes and enhancing overall protection. - Users praise Hunto AI for its **comprehensive detection capabilities** , ensuring robust protection against phishing and threats. - Users appreciate the **comprehensive integration** of Hunto AI, enhancing security with unified tools and efficient automation. - Users value the **real-time threat detection** from Hunto AI, enhancing security and reducing operational workload significantly. **Cons:** - Users desire more **automation** in Hunto AI to enhance efficiency and reduce manual effort. - Users seek more **automation** in Hunto AI, expressing a desire for enhanced efficiency and streamlined processes. - Users suggest that **module improvements** could be achieved by incorporating risk scoring for enhanced functionality. #### 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) --- **"[End-to-End Visibility and AI-Powered Incident Handling That Delivers](https://www.g2.com/survey_responses/hunto-ai-review-12365039)"** **Rating:** 5.0/5.0 stars *— Amit J.* [Read full review](https://www.g2.com/survey_responses/hunto-ai-review-12365039) --- ### 12. [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 ### 13. [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®) ### 14. [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®) ### 15. [AgentGuard](https://www.g2.com/products/agentguard/reviews) In a single click, with 0 complicated setup Save costs (tokens) with Claude Code: - smartly reference cache for already read files - compress shell outputs - better replacements for grep, find etc Guardian Agent for coding agents: - Smart disallow for sensitive data reading by coding agents - Nudge the agent to use updated versions of libraries instead of relying on memory - Block the agent from using compromised libraries etc (protecting against attacks or agent mistakes) **Who Is the Company Behind AgentGuard?** - **Seller:** [AgentGuard](https://www.g2.com/sellers/agentguard) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 16. [Agentic AI Protection](https://www.g2.com/products/agentic-ai-protection/reviews) Radware Agentic AI Protection discovers, monitors, and secures autonomous AI agents across an organization's ecosystem. It addresses critical visibility gaps and security risks introduced by agents that operate, adapt, and chain actions without direct human oversight. The solution provides real-time, behavioral-based detection against unique threats like prompt injection, goal hijacking, and memory poisoning. Additionally, it features continuous security posture management (AI-SPM) via a dynamic Risk Graph Map to score vulnerabilities and complex multi-agent risk paths. The platform integrates seamlessly with major enterprise AI services and custom-built agents while ensuring compliance with leading regulatory standards. **Who Is the Company Behind Agentic AI Protection?** - **Seller:** [Radware](https://www.g2.com/sellers/radware) - **Year Founded:** 1997 - **HQ Location:** Tel Aviv, Tel Aviv - **Twitter:** @radware (12,488 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/165642/ (1,574 employees on LinkedIn®) ### 17. [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/ (182 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 find Airia's **ease of use** exceptional, enabling quick model deployment and seamless integration into workflows. - Users praise the **exceptional customer support** of Airia, noting their responsiveness and genuine investment in user success. - Users love the **easy setup** of Airia, allowing quick implementation and flexible integration to enhance productivity. - Users appreciate the **integrated chat feature** of Airia, making AI deployment seamless and user-friendly for all. - Users find Airia to enhance **deployment efficiency** by simplifying AI integration and providing crucial support for non-technical users. **Cons:** - Users note the **access limitations** in Airia, citing fewer integrations and insufficient RBAC functionality compared to competitors. - Users experience **call quality issues** , with occasional call failures and implementation confusion, though support is responsive. - Users experience **dependency issues** with API integration, but support and documentation updates help resolve concerns. - Users report a **steep learning curve** with Airia, finding it challenging to navigate industry-specific quirks. - Users note the **limited features** of Airia, citing fewer integrations and missing RBAC functionality compared to competitors. #### What Are Recent G2 Reviews of Airia? **"[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) --- **"[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) --- ### 18. [AI Security Gateway](https://www.g2.com/products/ai-security-gateway/reviews) AI Security Gateway (AISG) is an AI governance gateway that provides data loss prevention (DLP), enterprise authentication (SAML SSO), role-based access control (RBAC), SIEM integration, and Hybrid VPC deployment — all in a single OpenAI-compatible proxy layer. It sits between applications and LLM providers (OpenAI, Anthropic, Google Gemini, Meta Llama, Mistral, xAI Grok, Groq, and more), scanning every API request for sensitive data and security threats, enforcing policy before anything reaches the model. Core capabilities: 1. Data Loss Prevention — Auto-redacts 30+ PII entity types in text and images (OCR). Prompts are cleaned before they leave your infrastructure. 2. Prompt Injection Protection — Real-time detection and blocking of jailbreaks, DAN variants, instruction overrides, and system prompt extraction attempts. 3. Recursive Loop Protection — SHA-256 fingerprint-based detection kills autonomous agent retry loops (LangChain, CrewAI, AutoGen) at the gateway layer. 4. SAML SSO — Enterprise single sign-on with Okta, Azure AD, Google Workspace, and any SAML 2.0 identity provider. Auto-provisioning and enforced SSO supported. 5. Role-Based Access Control — 4-tier role hierarchy (Owner, Admin, Member, Viewer) with 17 granular permissions. Organization model with invitation-based onboarding. 6. SIEM Connectors — Native integration with Splunk HEC, Datadog Logs, and Microsoft Sentinel. Real-time security event streaming with configurable event filters. 7. Hybrid VPC Deployment — Compiled Go proxy runs inside your VPC. Prompts never leave your network. Cloud dashboard manages policies via metadata-only telemetry. 8. EU AI Act Compliance — Hash-chained, tamper-evident audit records satisfying Article 12 requirements. Records contain only SHA-256 fingerprints — never raw prompts. 9. Intelligent Cost Routing — Smart routing across 8+ providers and 600+ models automatically selects the optimal provider. Hard budget enforcement per project. 10. Webhook Notifications — HMAC-SHA256 signed real-time alerts for security events. Push to Slack, PagerDuty, or any endpoint. Integration requires 2 lines of code (OpenAI SDK compatible). Python SDK available (pip install aisg). Three deployment models: Open Source (Apache 2.0) self-hosted via Docker, Managed Cloud, or Hybrid VPC. 1M free credits on signup, no credit card required. **Who Is the Company Behind AI Security Gateway?** - **Seller:** [Datumfuse.ai](https://www.g2.com/sellers/datumfuse-ai) - **HQ Location:** Naperville, US - **LinkedIn® Page:** https://www.linkedin.com/company/datumfuse-ai (1 employees on LinkedIn®) ### 19. [Akto Agentic AI Security](https://www.g2.com/products/akto-agentic-ai-security/reviews) Akto’s Agentic AI Security platform helps AI security teams to discover AI agents, run Redteaming, and enforce guardrails on MCPs and GenAI applications. Akto offers its Agentic AI Security capabilities through two purpose-built products, designed to secure both employee-facing and internally built AI systems: 1. Akto Atlas for Employees Gain visibility into how employees use MCPs, AI agents, and AI tools across web, desktop, and endpoint devices. Detect developers spinning up MCP servers locally and identify shadow or unmanaged agent activity before it becomes a security risk. 2. Akto Argus for Homegrown AI See all your homegrown AI agents, MCP servers, and GenAI apps in one place, and stop prompt injection, data leaks, and model abuse in your custom applications. **Who Is the Company Behind Akto Agentic AI Security?** - **Seller:** [Akto.io](https://www.g2.com/sellers/akto-io) - **Year Founded:** 2022 - **HQ Location:** San Francisco, California - **Twitter:** @Aktodotio (1,357 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/akto-io/ (29 employees on LinkedIn®) ### 20. [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:** 32 **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:** 55% Mid-Market, 24% Small-Business #### What Are AppTrana's Pros and Cons? **Pros:** - Protection (11 reviews) - Cybersecurity (9 reviews) - WAF (Web Application Firewall) (8 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 value the **24/7 attack monitoring and protection** by AppTrana, providing peace of mind around the clock. - Users value the **constant 24/7 threat monitoring** by AppTrana's security team, ensuring peace of mind against attacks. - Users praise the **exceptional WAF performance** of AppTrana, ensuring robust security against various online threats. - Users commend the **fantastic bot detection** of AppTrana, ensuring robust protection against DDoS and botnet attacks. - Users highlight the **fantastic DDoS and bot attack protection** provided by AppTrana, ensuring peace of mind around the clock. **Cons:** - Users find the **difficult reporting** in AppTrana limits their ability to analyze data effectively over time. - Users face **complex setup** challenges with AppTrana, particularly in managing and documenting third-party certificates. - Users find the **high cost** of AppTrana to be a significant drawback, especially with multiple application instances. - Users find the **installation and replacement of third-party certificates** challenging due to poor documentation and complexity. - Users find the **poor documentation** surrounding third party certificate installation and replacement quite challenging and confusing. #### What Are Recent G2 Reviews of AppTrana? **"[We are so much satisfied with Product](https://www.g2.com/survey_responses/apptrana-review-11345397)"** **Rating:** 5.0/5.0 stars *— Nikhil P.* [Read full review](https://www.g2.com/survey_responses/apptrana-review-11345397) --- **"[Highly Efficient Product with Proactive Technical Support](https://www.g2.com/survey_responses/apptrana-review-10898341)"** **Rating:** 5.0/5.0 stars *— SHIVANG D.* [Read full review](https://www.g2.com/survey_responses/apptrana-review-10898341) --- #### 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 ### 21. [Armor](https://www.g2.com/products/langprotect-armor/reviews) Armor is an AI security layer designed to protect LLM-powered applications, AI agents, and GenAI workflows from real-time threats. It detects and blocks prompt injection attacks, jailbreak attempts, and unsafe model behavior while preventing sensitive data leakage such as PII, PHI, and confidential business data. Armor operates at runtime, inspecting prompts, responses, and tool interactions before they reach users or external systems. Built for developers and security teams, Armor adds guardrails to AI applications by enforcing policies across inputs, outputs, and agent actions. It also secures RAG pipelines, prevents data poisoning, and controls tool access within AI workflows. With lightweight integration and low latency, Armor enables teams to build and scale AI applications securely without slowing down performance or development velocity. **Who Is the Company Behind Armor?** - **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 ### 22. [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. **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®) ### 23. [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 appreciate the **real-time security insights** from CalypsoAI, enhancing scalability for their multimodal AI agents. - Users appreciate the **efficiency and productivity** boost CalypsoAI provides while ensuring robust security against AI threats. - Users value the **scalability** of CalypsoAI, enabling effective management of multimodal AI agents with real-time insights. **Cons:** - Users highlight the **high implementation costs** and potential for **job loss** associated with CalypsoAI. - Users find CalypsoAI to be **expensive** to implement, raising concerns about overall value and job loss potential. #### 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) --- ### 24. [Cisco AI Defense](https://www.g2.com/products/cisco-ai-defense/reviews) Cisco AI Defense Benefits ● Enable secure, private, and safe AI-enabled app development with real-time validation of models and assets through algorithmic AI red teaming. ● Defense against sensitive data loss and advanced adversarial threats with leading threat intelligence and AI guardrails. ● Accelerate value with a single management plane for all AI and smooth integration with the Cisco Security Cloud. Primary AI Defense use cases ● Discover - Maintain continuous visibility into AI-related cloud traffic (ingress, egress, east-west) while automatically discovering AI assets like models and agents. ● Detect - Proactively test and validate all AI models-open-source and proprietary-to detect vulnerabilities early and safeguard your AI environment continuously. ● Protect - Protect your AI infrastructure, including agent-based AI workflows and retrieval augmented generation (RAG) applications from malicious prompts, data leakage, and adversarial attack. Core components and capabilities Securing AI requires a holistic approach that protects your enterprise AI-enabled applications. With AI becoming pervasive across your enterprise, legacy solutions leave critical gaps that threat actors can exploit. To mitigate AI risks, your security strategy must be comprehensive, scalable, and built for AI's unique challenges. As shown in Figure 1, a holistic AI security and safety program combats AI risk across the development of AI applications. **Who Is the Company Behind Cisco AI Defense?** - **Seller:** [Cisco](https://www.g2.com/sellers/cisco) - **Year Founded:** 1984 - **HQ Location:** San Jose, CA - **Twitter:** @Cisco (720,366 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cisco/ (95,545 employees on LinkedIn®) - **Ownership:** NASDAQ:CSCO ### 25. [Clampd](https://www.g2.com/products/clampd/reviews) Clampd is a runtime firewall for AI agents, LLM applications, and MCP (Model Context Protocol) servers. Every tool call an agent makes - database queries, API requests, file access, shell commands, payment transactions - gets intercepted, classified, scored, and either signed or blocked before it reaches the downstream service. This addresses the core failure mode of agentic systems: a model can be socially engineered, prompt-injected, or simply hallucinate, but the security boundary lives outside the model where it cannot be talked around. The platform ships with 264 detection rules across 12 tool-call categories, evaluated in microseconds with single-digit-millisecond end-to-end latency on commodity hardware. Capabilities include Ed25519-signed scope tokens that replace long-lived credentials, behavioral anomaly detection that learns normal agent patterns, cross-agent correlation for multi-step attack detection, an emergency kill switch, prompt-injection scanning, and compliance reports for HIPAA, GDPR, SOC 2, and PCI-DSS. Integrations cover OpenAI, Anthropic, LangChain, CrewAI, Google ADK, Claude Code, Cursor, and any MCP server via a transparent proxy. The SDK is one line. Clampd is self-hosted and source-available - your agent traffic never leaves your infrastructure. Deployment is a single Docker Compose command, production-ready in five minutes. The product surface includes language SDKs, an MCP proxy, the clampd-guard agent for IDE assistants, a CLI with TUI, and a security dashboard with live risk feed, policy editor, and audit trail. Built for security and platform engineering teams shipping AI agents to production where the cost of a bad tool call is real. **Who Is the Company Behind Clampd?** - **Seller:** [Clampd](https://www.g2.com/sellers/clampd) - **HQ Location:** Tallinn, EE - **LinkedIn® Page:** https://www.linkedin.com/company/clampd/ (1 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.