# Best AI Security Solutions Software ## How Many AI Security Solutions Software Products Does G2 Track? **Total Products under this Category:** 155 ### Category Stats (Jul 2026) - **Average Rating:** 4.58/5 (↓0.03 vs Jun 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** CalypsoAI (+3.13%) - Among all products in this category, CalypsoAI recorded the largest rating increase compared to last month _Last updated: July 28, 2026_ ## How Does G2 Rank AI Security Solutions Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,500+ Authentic Reviews - 155+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## G2 Grid® for AI Security Solutions Software ![G2 Grid® for AI Security Solutions Software plotting products by satisfaction and market presence](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) **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=2026-07-28T18%3A16%3A07Z&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%252Fprotecto%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fai-security-solutions%2526source%253Dcategory&secure%5Btoken%5D=5358eeb8704fa85110264754176434b9199d6268bb549865f1f7e639d8eab443&secure%5Burl%5D=https%3A%2F%2Fwww.cloudflare.com%2Fapplication-services%2Fproducts%2F&secure%5Burl_type%5D=paid_promos) [ Microsoft Defender for Cloud ](https://www.g2.com/products/microsoft-defender-for-cloud/reviews) By [Microsoft](https://www.g2.com/sellers/microsoft) [ 4.4/5(422) ](https://www.g2.com/products/microsoft-defender-for-cloud/reviews) What do users say? Users most consistently value the unified security dashboard that brings visibility across Azure, AWS, and GCP into one place. Reviewers appreciate the clear, prioritized recommendations and Secure Sc Pros and Cons [ Security (121) ](https://www.g2.com/products/microsoft-defender-for-cloud/reviews?qs=pros-and-cons)[ Complexity (27) ](https://www.g2.com/products/microsoft-defender-for-cloud/reviews?qs=pros-and-cons) [ Orca Security ](https://www.g2.com/products/orca-security/reviews) By [Orca Security](https://www.g2.com/sellers/orca-security) [ 4.7/5(311) ](https://www.g2.com/products/orca-security/reviews) What do users say? Users consistently praise the product for its agentless setup and clear visibility into cloud security risks, which simplifies monitoring and management across multiple environments. The platform's ab Pros and Cons [ Ease of Use (13) ](https://www.g2.com/products/orca-security/reviews?qs=pros-and-cons)[ Security Vulnerabilities (6) ](https://www.g2.com/products/orca-security/reviews?qs=pros-and-cons) [ Wiz ](https://www.g2.com/products/wiz-wiz/reviews) By [Wiz](https://www.g2.com/sellers/wiz-76a0133b-42e5-454e-b5da-860e503471db) [ 4.7/5(832) ](https://www.g2.com/products/wiz-wiz/reviews) What do users say? Users consistently praise Wiz for its agentless deployment and clear visibility into cloud security risks, which streamline security operations and enhance prioritization of vulnerabilities. The intui Pros and Cons [ Features (110) ](https://www.g2.com/products/wiz-wiz/reviews?qs=pros-and-cons)[ Learning Curve (34) ](https://www.g2.com/products/wiz-wiz/reviews?qs=pros-and-cons) [ Cato SASE Cloud ](https://www.g2.com/products/cato-networks-cato-sase-cloud/reviews) By [Cato Networks](https://www.g2.com/sellers/cato-networks) [ 4.5/5(83) ](https://www.g2.com/products/cato-networks-cato-sase-cloud/reviews) What do users say? Users consistently praise the ease of use and centralized management of Cato SASE Cloud, highlighting its ability to simplify network security and connectivity across multiple sites. The platform's co Pros and Cons [ Ease of Use (5) ](https://www.g2.com/products/cato-networks-cato-sase-cloud/reviews?qs=pros-and-cons)[ Limited Features (3) ](https://www.g2.com/products/cato-networks-cato-sase-cloud/reviews?qs=pros-and-cons) ## FAQs About AI Security Solutions Software Generated using AI Last updated: June 3, 2026 ### AI Security Solutions integrating with existing SAST tools and providing prioritized findings instead of noise According to verified users, buyers often value platforms that connect security context across existing environments while helping teams focus on what needs attention first. Recent reviews mention unified visibility, contextual analysis, and clearer remediation guidance as key benefits, especially when teams are dealing with cloud resources, code, identities, or AI usage. Reviewers also repeatedly emphasize reducing alert fatigue and avoiding fragmented workflows. In practice, the strongest themes are not just broad scanning, but surfacing findings with enough context to support prioritization, collaboration, and faster remediation. Some users still note that dense interfaces or high information volume can create a learning curve, so usability and signal quality remain important evaluation points. ### AI Security Solutions with reliable scanning that doesn't break builds or slow developer feedback loops According to verified users, reliable AI security tools are the ones that add protection without creating noticeable friction for everyday work. Recent reviews repeatedly describe products that run quietly in the background, scan prompts, files, or environments quickly, and help users keep moving instead of forcing heavy process changes. Buyers also care about smooth setup, easy onboarding, and guidance that helps teams fix issues rather than simply blocking activity. At the same time, some reviewers mention alert volume, occasional complexity, and cases where security controls can feel overwhelming if not tuned well. For teams evaluating options, the clearest pattern is that dependable scanning should preserve productivity while still improving visibility, governance, and risk reduction. ### Best AI Security Solutions for CISOs scanning codebases at enterprise scale with accurate vulnerability detection Based on G2 reviews, these products are most associated with large-scale visibility and actionable security insights. - [Wiz](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. [ Nudge Security ](https://www.g2.com/products/nudge-security/reviews) By [Nudge Security](https://www.g2.com/sellers/nudge-security) [ 4.6/5(31) ](https://www.g2.com/products/nudge-security/reviews) What do users say? Users consistently praise the product for its ease of use and comprehensive visibility into SaaS applications, which simplifies security management and enhances risk awareness. The intuitive interface Pros and Cons [ Features (3) ](https://www.g2.com/products/nudge-security/reviews?qs=pros-and-cons)[ Access Control (1) ](https://www.g2.com/products/nudge-security/reviews?qs=pros-and-cons) [ Guardia ](https://www.g2.com/products/guardia/reviews) By [LangProtect](https://www.g2.com/sellers/langprotect) [ 4.5/5(9) ](https://www.g2.com/products/guardia/reviews) Product Description 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 moni [ Securiti ](https://www.g2.com/products/securiti/reviews) By [Veeam](https://www.g2.com/sellers/veeam) [ 4.6/5(103) ](https://www.g2.com/products/securiti/reviews) What do users say? Users consistently praise Securiti for its comprehensive approach to data security, privacy, and compliance, which allows organizations to manage these aspects from a single platform. The platform's e Pros and Cons [ Ease of Use (38) ](https://www.g2.com/products/securiti/reviews?qs=pros-and-cons)[ Complexity (11) ](https://www.g2.com/products/securiti/reviews?qs=pros-and-cons) [ Zscaler Internet Access ](https://www.g2.com/products/zscaler-internet-access/reviews) By [Zscaler](https://www.g2.com/sellers/zscaler) [ 4.4/5(232) ](https://www.g2.com/products/zscaler-internet-access/reviews) What do users say? Users consistently praise the product for its strong security and cloud-native architecture, which provide seamless protection against threats while simplifying management. The centralized policy cont Pros and Cons [ Security (47) ](https://www.g2.com/products/zscaler-internet-access/reviews?qs=pros-and-cons)[ Slow Performance (27) ](https://www.g2.com/products/zscaler-internet-access/reviews?qs=pros-and-cons) [ Airia ](https://www.g2.com/products/airia/reviews) By [Airia](https://www.g2.com/sellers/airia) [ 4.9/5(11) ](https://www.g2.com/products/airia/reviews) What do users say? Users consistently praise the ease of use and responsive support provided by Airia, highlighting how quickly they can deploy AI solutions without extensive coding. The platform's built-in security fea Pros and Cons [ Ease of Use (7) ](https://www.g2.com/products/airia/reviews?qs=pros-and-cons)[ Access Limitations (2) ](https://www.g2.com/products/airia/reviews?qs=pros-and-cons) [ Google Cloud Model Armor ](https://www.g2.com/products/google-cloud-model-armor/reviews) By [Google](https://www.g2.com/sellers/google) [ 4.5/5(5) ](https://www.g2.com/products/google-cloud-model-armor/reviews) Product Description [ iDox.ai Guardrail ](https://www.g2.com/products/idox-ai-guardrail/reviews) By [iDox.ai](https://www.g2.com/sellers/idox-ai) [ 5/5(4) ](https://www.g2.com/products/idox-ai-guardrail/reviews) Product Description 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 ot [ Averta ](https://www.g2.com/products/averta/reviews) By [Averta](https://www.g2.com/sellers/averta-8a26e876-434b-435b-b81c-97d4fb2d9e19) [ 4.5/5(2) ](https://www.g2.com/products/averta/reviews) Product Description Agentic AI security for enterprise AI agents. Secure them before they access accounts, expose customer data, call tools, or trigger high-risk actions. [ CalypsoAI ](https://www.g2.com/products/calypsoai/reviews) By [CalypsoAI](https://www.g2.com/sellers/calypsoai) [ 4.1/5(4) ](https://www.g2.com/products/calypsoai/reviews) Product Description 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. Pros and Cons [ AI Integration (1) ](https://www.g2.com/products/calypsoai/reviews?qs=pros-and-cons)[ AI Limitations (1) ](https://www.g2.com/products/calypsoai/reviews?qs=pros-and-cons) [ CollieAi ](https://www.g2.com/products/collieai/reviews) By [CollieAi](https://www.g2.com/sellers/collieai) [ 4.8/5(2) ](https://www.g2.com/products/collieai/reviews) Product Description 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 [ Entro Security ](https://www.g2.com/products/entro-security/reviews) By [Entro Security](https://www.g2.com/sellers/entro-security) [ 4.7/5(15) ](https://www.g2.com/products/entro-security/reviews) What do users say? Users consistently praise the product for its visibility and control over non-human identities and secrets, which enhances security measures across various platforms. The intuitive interface and seaml Pros and Cons [ Easy Integrations (5) ](https://www.g2.com/products/entro-security/reviews?qs=pros-and-cons)[ Limited Features (2) ](https://www.g2.com/products/entro-security/reviews?qs=pros-and-cons) - ‹ Prev‹ Prev - 1 - [2](/categories/ai-security-solutions?open_modal_url=%2Fproducts%2Fprotecto%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fai-security-solutions%26source%3Dcategory&order=g2_score&page=2#product-list) - [3](/categories/ai-security-solutions?open_modal_url=%2Fproducts%2Fprotecto%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fai-security-solutions%26source%3Dcategory&order=g2_score&page=3#product-list) - [4](/categories/ai-security-solutions?open_modal_url=%2Fproducts%2Fprotecto%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fai-security-solutions%26source%3Dcategory&order=g2_score&page=4#product-list) - [5](/categories/ai-security-solutions?open_modal_url=%2Fproducts%2Fprotecto%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fai-security-solutions%26source%3Dcategory&order=g2_score&page=5#product-list) - … - [10](/categories/ai-security-solutions?open_modal_url=%2Fproducts%2Fprotecto%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fai-security-solutions%26source%3Dcategory&order=g2_score&page=10#product-list) - [11](/categories/ai-security-solutions?open_modal_url=%2Fproducts%2Fprotecto%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fai-security-solutions%26source%3Dcategory&order=g2_score&page=11#product-list) - [Next ›Next ›](/categories/ai-security-solutions?open_modal_url=%2Fproducts%2Fprotecto%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fai-security-solutions%26source%3Dcategory&order=g2_score&page=2#product-list) Spotlight Categories [Remote Monitoring & Management (RMM) Software](https://www.g2.com/categories/remote-monitoring-management-rmm) [Sales Tax and VAT Compliance Software](https://www.g2.com/categories/sales-tax-and-vat-compliance) [Loyalty Management Software](https://www.g2.com/categories/loyalty-management) [Media Monitoring Software](https://www.g2.com/categories/media-monitoring) [Conversation Intelligence Software](https://www.g2.com/categories/conversation-intelligence) Similar Categories - [Active Learning Tools](/categories/active-learning-tools) - [Agentic AI](/categories/agentic-ai) - [AI Avatar Generators](/categories/ai-avatar-generators) - [AI Gateways](/categories/ai-gateways) - [AI Governance Tools](/categories/ai-governance-tools) - [AI Note-Taking Software](/categories/ai-note-taking-software) - [AI Orchestration](/categories/ai-orchestration) - [AI Proposal Generator Tools](/categories/ai-proposal-generator-tools) - [AI Search Visibility Optimization Tools](/categories/ai-search-visibility-optimization-tools) - [AI Security Posture Management (AI-SPM) Tools](/categories/ai-security-posture-management-ai-spm-tools) - [AI Storyboard Generators](/categories/ai-storyboard-generators) - [AI Voice Assistants](/categories/ai-voice-assistants) - [AI Voice Dictation](/categories/ai-voice-dictation) - [AI Writing Assistant](/categories/ai-writing-assistant) - [Answer Engine Optimization (AEO)](/categories/answer-engine-optimization-aeo) [Browse AI Security Solutions Themes](/categories/ai-security-solutions/themes) ![Lauren Worth](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Lauren Worth") LW Researched and written by [Lauren Worth](https://research.g2.com/insights/author/lauren-worth) Updated April 9, 2026 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. Show More