# Best AI Security Solutions Software ## How Many AI Security Solutions Software Products Does G2 Track? **Total Products under this Category:** 202 ### Category Stats (Aug 2026) - **Average Rating:** 4.55/5 (↓0.04 vs Jul 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** Patronus AI (+19.49%) - Among all products in this category, Patronus AI recorded the largest rating increase compared to last month _Last updated: August 30, 2026_ ## How Does G2 Rank AI Security Solutions Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,800+ Authentic Reviews - 202+ 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=1907603&focus%5B%5D=146504&focus%5B%5D=38039&focus%5B%5D=30532&focus%5B%5D=116064&focus%5B%5D=1485520) Highlighted products: Microsoft Defender for Cloud, Orca Security, Google Cloud Model Armor, Wiz, Cato SASE Cloud, Zscaler Internet Access, Securiti, and Airia. 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=google-cloud-model-armor&focus%5B%5D=wiz-wiz&focus%5B%5D=cato-networks-cato-sase-cloud&focus%5B%5D=zscaler-internet-access&focus%5B%5D=securiti&focus%5B%5D=airia) **Sponsored** ### Arcjet Arcjet is the runtime security platform that ships with your code. Enforce budgets, stop prompt injection, detect bots, and protect personal information with security building blocks configured in just a few lines of code. By enforcing security inline at the application layer, Arcjet protects apps with real identity and session context, something network-level tools can't see. Teams ship fast with confidence, without slowing down development or adding infrastructure complexity. Unlike WAFs and traditional tools that rely on agents or proxies, Arcjet rules live in your code: configured by developers or coding agents via MCP, CLI, or SDK, tuned like any other code change, and versioned alongside your application. For security leaders, this means fewer false positives, better threat visibility, and protection that evolves as fast as the application does, with no extra infrastructure or operational overhead. Arcjet provides SDKs for JavaScript and TypeScript (Node.js, Bun, Deno, Next.js, SvelteKit, Astro, Nuxt, and more), plus Go and Python. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1012436&secure%5Bchosen_at%5D=2026-08-30T13%3A27%3A14Z&secure%5Bdisplayable_resource_id%5D=1012436&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1012436&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1621511&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=e2d53dc68002dbc2d9ab1f22bf4ad5cd5bf4dd2ade70055f8ce969b5d8b50e15&secure%5Burl%5D=https%3A%2F%2Flaunch.arcjet.com%2FMUcDgJz&secure%5Burl_type%5D=custom_url) ### [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:** 419 #### 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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9458f51bd6ded48ad432a804f19ad736469f007787569b63827154231c315630&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmicrosoft%2F&secure%5Burl_type%5D=linkedin_company_website) 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% Medium, 35% Large #### What Do G2 Reviewers Say About Microsoft Defender for Cloud? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **robust security features** of Microsoft Defender for Cloud, effectively protecting against diverse cyber threats. - Users appreciate the **comprehensive security** of Microsoft Defender for Cloud, effectively protecting against various cyber threats. - Users praise the **robust security features** of Microsoft Defender for Cloud, enhancing threat detection and prevention effectively. - Users appreciate the **security alerts** from Microsoft Defender for Cloud, enhancing their overall cloud security experience. - Users value the **effective threat detection** of Microsoft Defender for Cloud, ensuring robust security for their cloud resources. ##### Cons - Users find the **complexity of configuration** in Microsoft Defender for Cloud challenging, affecting their overall experience. - Users note that while Microsoft Defender for Cloud is excellent, it can be **expensive for small to medium businesses**. - Users experience **delayed detection** with Microsoft Defender for Cloud, often missing suspicious threats and alerts. - Users experience **false positives** in Microsoft Defender for Cloud, leading to confusion over legitimate files being flagged. - Users find the **complex interface and downtimes** of Microsoft Defender for Cloud detracting from its overall usability. #### What Are Recent G2 Reviews of Microsoft Defender for Cloud? **["Attack Path Analysis That Makes Cloud Risk Actionable"](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-13226026)** **Rating:** 4.5/5.0 stars _— Adrie B._ [Read full review](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-13226026) **["All-in-One Security Visibility and Strong Threat Protection Across Hybrid and Multi-Cloud"](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-13184116)** **Rating:** 4.5/5.0 stars _— DEEPAK M._ [Read full review](https://www.g2.com/survey_responses/microsoft-defender-for-cloud-review-13184116) #### 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) ### [Google Cloud Model Armor](https://www.g2.com/products/google-cloud-model-armor/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 28 #### Who Is the Company Behind Google Cloud Model Armor? - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google 31,899,995 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website) 341,888 employees on LinkedIn® - **Ownership:** NASDAQ:GOOG #### Who Uses This Product? - **Who Uses This:** Student - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 54% Small, 26% Large #### What Are Recent G2 Reviews of Google Cloud Model Armor? **["Strong AI Security Layer for Protecting Cloud-Based AI Applications"](https://www.g2.com/survey_responses/google-cloud-model-armor-review-13379669)** **Rating:** 4.5/5.0 stars _— Swati S._ [Read full review](https://www.g2.com/survey_responses/google-cloud-model-armor-review-13379669) **["Strong, Flexible AI Security Layer with Google Cloud Model Armor"](https://www.g2.com/survey_responses/google-cloud-model-armor-review-13378517)** **Rating:** 4.5/5.0 stars _— pushpendra s._ [Read full review](https://www.g2.com/survey_responses/google-cloud-model-armor-review-13378517) ### [Orca Security](https://www.g2.com/products/orca-security/reviews) The Orca Cloud Security Platform identifies, prioritizes, and remediates risks and compliance issues in workloads, configurations, and identities across your cloud estate spanning AWS, Azure, Google Cloud, Kubernetes, Alibaba Cloud, and Oracle Cloud. Orca offers the industry’s most comprehensive cloud security solution in a single platform — eliminating the need to deploy and maintain multiple point solutions. Orca is agentless-first, and connects to your environment in minutes using Orca’s patented SideScanning™ technology that provides deep and wide visibility into your cloud environment, without requiring agents. In addition, Orca can integrate with third-party agents for runtime visibility and protection for critical workloads. Orca is at the forefront of leveraging Generative AI for simplified investigations and accelerated remediation – reducing required skill levels and saving cloud security, DevOps, and development teams time and effort, while significantly improving security outcomes. As a Cloud Native Application Protection Platform (CNAPP), Orca consolidates many point solutions in one platform, including: CSPM, CWPP, CIEM, Vulnerability Management, Container and Kubernetes Security, DSPM, API Security, CDR, Multi-cloud Compliance, Shift Left Security, and AI-SPM. **Average Rating:** 4.7/5.0 **Total Reviews:** 313 #### Who Is the Company Behind Orca Security? - **Seller:** [Orca Security](https://www.g2.com/sellers/orca-security) - **Company Website:** orca.security - **Year Founded:** 2019 - **HQ Location:** Portland, Oregon - **Twitter:** @orcasec 4,835 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=748783d01ede7f6257a73c5b241286a1a578863351af7d43122bbc25f576192b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F35573984%2F&secure%5Burl_type%5D=linkedin_company_website) 515 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Security Engineer, CISO - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 54% Large, 36% Medium #### What Do G2 Reviewers Say About Orca Security? _AI-generated summary from verified user reviews_ ##### Pros - Users highly value the **ease of use** of Orca Security, enabling quick setup and intuitive navigation. - Users value the **great visibility** provided by Orca Security, enabling effective vulnerability management and prioritization of alerts. - Users value the **agentless feature** and intuitive interface of Orca Security, enhancing their security management experience. - Users praise the **visibility** provided by Orca Security, gaining comprehensive insights into their cloud environment effortlessly. - Users praise Orca Security for its **comprehensive security features** , offering great visibility and ease of implementation. ##### Cons - Users express concerns about **security vulnerabilities** , especially regarding API security and detection of vulnerable packages. - Users experience **dashboard issues** like clutter, slow performance, and quirks that hinder efficient navigation and usability. - Users face challenges with **delayed detection** of vulnerabilities, impacting timely response and troubleshooting efforts in Orca Security. - Users report many **false positives** , complicating the assessment of actual vulnerabilities in Orca Security. - Users note that the **reporting capabilities and customization options** of Orca Security need significant improvement. #### What Are Recent G2 Reviews of Orca Security? **["Orca Makes Shadow Data Risks Obvious with Clear Sensitive Data Discovery"](https://www.g2.com/survey_responses/orca-security-review-13197840)** **Rating:** 5.0/5.0 stars _— Yagmi M._ [Read full review](https://www.g2.com/survey_responses/orca-security-review-13197840) **["Orca Adds Exposure Context That Makes Host Vulnerability Prioritization Easy"](https://www.g2.com/survey_responses/orca-security-review-13196396)** **Rating:** 5.0/5.0 stars _— Nelson A._ [Read full review](https://www.g2.com/survey_responses/orca-security-review-13196396) #### What Are G2 Users Discussing About Orca Security? - [Where is Orca security based?](https://www.g2.com/discussions/where-is-orca-security-based) - 2 comments - [How much does Orca security cost?](https://www.g2.com/discussions/how-much-does-orca-security-cost) - 1 comment - [What is ORCA platform?](https://www.g2.com/discussions/what-is-orca-platform) - 1 comment - [What does Orca Security do?](https://www.g2.com/discussions/what-does-orca-security-do) - 1 comment ### [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:** 841 #### Who Is the Company Behind Wiz? - **Seller:** [Wiz](https://www.g2.com/sellers/wiz-76a0133b-42e5-454e-b5da-860e503471db) - **Company Website:** www.wiz.io - **Year Founded:** 2020 - **HQ Location:** New York, US - **Twitter:** @wiz\_io 24,733 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fc8f5e9bf3787dc70dd506314d2a37e0cc0ea32fb3ecf53e678c506b7e53eff0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fwizsecurity%2F&secure%5Burl_type%5D=linkedin_company_website) 3,383 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** CISO, Security Engineer - **Top Industries:** Financial Services, Computer Software - **Company Size:** 53% Large, 39% Medium #### What Do G2 Reviewers Say About Wiz? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **robust APIs and user-friendly UI** , appreciating ongoing improvements and a wealth of insightful issues. - Users value the **continuous enhancement of security features** by Wiz, appreciating the support and innovation in their tool. - Users appreciate the **ease of use** of Wiz, benefiting from its user-friendly interface and seamless integration. - Users value the **comprehensive visibility** Wiz provides, enhancing security and prioritizing essential aspects of their cloud environment. - Users appreciate the **easy setup** of Wiz, enabling a quick and seamless integration into their workflows. ##### Cons - Users find a significant **learning curve** in mastering Wiz's extensive features, which can hinder initial usage. - Users find the **feature limitations** of Wiz frustrating, especially with complex management and reporting challenges. - Users note that **improvement is needed** for laggy query responses and better dashboard reporting capabilities. - Users identify **improvements needed** in dashboard reporting and feature streamlining for better usability and budgeting. - Users find the **interface overwhelming** initially, facing a steep learning curve and complex licensing issues. #### What Are Recent G2 Reviews of Wiz? **["Unmatched Security Insights, Excellent Reporting, and Strong Post-Sales Support"](https://www.g2.com/survey_responses/wiz-review-13153618)** **Rating:** 5.0/5.0 stars _— Alastair J._ [Read full review](https://www.g2.com/survey_responses/wiz-review-13153618) **["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) ## 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. ### [Cato SASE Cloud](https://www.g2.com/products/cato-networks-cato-sase-cloud/reviews) Cato provides the world’s leading single-vendor SASE platform. Cato creates a seamless and elegant customer experience that effortlessly enables threat prevention, data protection, and timely incident detection and response. Using Cato, businesses easily replace costly and rigid legacy infrastructure with an open and modular SASE architecture based on SD-WAN, a purpose-built global cloud network, and an embedded cloud-native security stack **Average Rating:** 4.5/5.0 **Total Reviews:** 80 #### Who Is the Company Behind Cato SASE Cloud? - **Seller:** [Cato Networks](https://www.g2.com/sellers/cato-networks) - **Company Website:** www.catonetworks.com - **Year Founded:** 2015 - **HQ Location:** Tel-Aviv, Israel - **Twitter:** @CatoNetworks 12,663 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=93e272072ccbf8b98de9821489176ab86911b6b50bc3b6267552096648a1379b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3533853%2F&secure%5Burl_type%5D=linkedin_company_website) 1,783 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 55% Medium, 23% Large #### What Do G2 Reviewers Say About Cato SASE Cloud? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of Cato SASE Cloud, highlighting its intuitive interface and simple management. - Users find **excellent customer support** from Cato SASE Cloud, enhancing deployment ease and overall management experience. - Users praise the **reliability** of Cato SASE Cloud, enhancing security and performance for remote workforces. - Users value the **comprehensive threat protection** offered by Cato SASE Cloud, enhancing security and simplifying management. - Users appreciate the **deployment ease** of Cato SASE Cloud, praising its quick implementation and user-friendly management. ##### Cons - Users find the **limited features** in Cato SASE Cloud hinder customization and policy management compared to traditional solutions. - Users experience **frequent connection issues** that disrupt service, especially regarding DNSSEC on macOS devices. - Users find the **licensing costs** of Cato SASE Cloud to be prohibitively expensive for smaller organizations. - Users find **compatibility issues** when implementing complex security policies, limiting the overall effectiveness of Cato SASE Cloud. - Users report that Cato SASE Cloud has **expensive licensing** , making it less accessible for small businesses and teams. #### What Are Recent G2 Reviews of Cato SASE Cloud? **["It’s very good and everything is in cloud"](https://www.g2.com/survey_responses/cato-sase-cloud-review-11237657)** **Rating:** 5.0/5.0 stars _— Mohd A._ [Read full review](https://www.g2.com/survey_responses/cato-sase-cloud-review-11237657) **["Unified network and security in a single console: SD-WAN, NGFW, and ZTA without complications"](https://www.g2.com/survey_responses/cato-sase-cloud-review-12662576)** **Rating:** 5.0/5.0 stars _— Roberto M._ [Read full review](https://www.g2.com/survey_responses/cato-sase-cloud-review-12662576) #### What Are G2 Users Discussing About Cato SASE Cloud? - [How good is Cato networks?](https://www.g2.com/discussions/how-good-is-cato-networks) - [How does Cato VPN Work?](https://www.g2.com/discussions/how-does-cato-vpn-work) - [What is Cato technology?](https://www.g2.com/discussions/what-is-cato-technology) - [What is Cato cloud?](https://www.g2.com/discussions/what-is-cato-cloud) ### [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:** 296 #### Who Is the Company Behind Zscaler Internet Access? - **Seller:** [Zscaler](https://www.g2.com/sellers/zscaler) - **Company Website:** www.zscaler.com - **Year Founded:** 2008 - **HQ Location:** San Jose, California - **Twitter:** @zscaler 17,676 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dd48cce12739aa38dd0edad4b44a56a4154fceea224130955b1eeadec11322bf&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F234625%2F&secure%5Burl_type%5D=linkedin_company_website) 8,830 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 55% Large, 27% Medium #### What Do G2 Reviewers Say About Zscaler Internet Access? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **seamless security** of Zscaler Internet Access, providing robust protection without compromising performance or user experience. - Users value the **comprehensive internet security** of Zscaler Internet Access, appreciating its effective threat prevention and user-friendly approach. - Users value the **robust security capabilities** of Zscaler Internet Access, ensuring safe browsing without added complexity. - Users find Zscaler Internet Access to be an **excellent cloud proxy solution** , praised for its ease of deployment and configuration. - Users value the **seamless and robust email security** of Zscaler Internet Access, ensuring protection without added complexity. ##### Cons - Users report **slow performance** with Zscaler Internet Access during peak hours, affecting connection speeds and productivity. - Users find the **complex implementation** challenging, especially for new admins, leading to potential web traffic access issues. - Users find **complex configuration** challenging, especially new admins, leading to potential web traffic access issues. - Users experience **connection issues** , including slow speeds, drops, and difficulties accessing certain websites or VPNs. - Users face **challenging setup and slow internet speeds** with Zscaler Internet Access, impacting user experience during peak times. #### What Are Recent G2 Reviews of Zscaler Internet Access? **["The safe way to access the internet"](https://www.g2.com/survey_responses/zscaler-internet-access-review-13242479)** **Rating:** 4.0/5.0 stars _— Yostyn C._ [Read full review](https://www.g2.com/survey_responses/zscaler-internet-access-review-13242479) **["Cloud-Native Zero Trust Security That Makes Internet and SaaS Access Faster and Safer"](https://www.g2.com/survey_responses/zscaler-internet-access-review-13338247)** **Rating:** 4.5/5.0 stars _— YASWANTH REDDY S._ [Read full review](https://www.g2.com/survey_responses/zscaler-internet-access-review-13338247) #### 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) - 2 comments - [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) ### [Securiti](https://www.g2.com/products/securiti/reviews) Securiti is the pioneer of the DataAI Command Center, a centralized platform that enables the safe use of data and GenAI. It provides unified data intelligence, controls and orchestration across hybrid multicloud environments. Large global enterprises rely on Securiti's Data Command Center for data security, privacy, governance, and compliance. Securiti has been recognized with numerous industry and analyst awards, including "Most Innovative Startup" by RSA, "Top 25 Machine Learning Startups" by Forbes, "Most Innovative AI Companies'' by CB Insights, "Cool Vendor in Data Security" by Gartner, and "Privacy Management Wave Leader'' by Forrester. For more information, please follow us on LinkedIn and visit Securiti.ai. **Average Rating:** 4.6/5.0 **Total Reviews:** 110 #### Who Is the Company Behind Securiti? - **Seller:** [Veeam](https://www.g2.com/sellers/veeam) - **Company Website:** www.veeam.com - **Year Founded:** 2006 - **HQ Location:** Kirkland, WA - **Twitter:** @veeam 51,541 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=646272071be15a290cbdd4111d9e0c5f0602e8e08def93b7c41f45cc526a2956&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fveeam-software%2F&secure%5Burl_type%5D=linkedin_company_website) 7,174 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Computer Software, Banking - **Company Size:** 58% Large, 21% Medium #### What Do G2 Reviewers Say About Securiti? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of Securiti, benefiting from its straightforward setup and intuitive interface. - Users commend the **professional and responsive customer support** of Securiti, enhancing their overall experience with the tool. - Users praise Securiti for its **user-friendly interface and innovative features** that streamline privacy management seamlessly. - Users value the **responsive and helpful support** from Securiti, enhancing collaboration and operational efficiency. - Users appreciate Securiti's **robust automation** for privacy tasks, enhancing efficiency and ensuring compliance effortlessly. ##### Cons - Users report that Securiti's **complexity** can lead to challenging configurations and a steep learning curve for effective use. - Users face a **steep learning curve** with Securiti, requiring significant training to navigate its complex features effectively. - Users find the **implementation issues** of Securiti time-consuming and complex, requiring significant expertise and coordination. - Users find the **complexity issues** of Securiti can complicate implementation and require significant expertise. - Users find the **learning difficulty** of Securiti frustrating, requiring extensive training to fully utilize its features. #### What Are Recent G2 Reviews of Securiti? **["Securiti.ai Delivers a True Control Center for Privacy, Governance & AI Risk"](https://www.g2.com/survey_responses/securiti-review-13128698)** **Rating:** 5.0/5.0 stars _— Chahat Raj K._ [Read full review](https://www.g2.com/survey_responses/securiti-review-13128698) **["Automated Sensitive Data Discovery and Classification Across Cloud and SaaS"](https://www.g2.com/survey_responses/securiti-review-13371356)** **Rating:** 5.0/5.0 stars _— Surya k._ [Read full review](https://www.g2.com/survey_responses/securiti-review-13371356) #### 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) ### [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:** 4.6/5.0 **Total Reviews:** 31 #### Who Is the Company Behind Airia? - **Seller:** [Airia](https://www.g2.com/sellers/airia) - **Year Founded:** 2023 - **HQ Location:** Atlanta, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2e72ccb5d39d7635db6306f1195850dd0f9abdcec41fd75dcf090dc118f70c3f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fairia-enterprise-ai-simplified%2F&secure%5Burl_type%5D=linkedin_company_website) 173 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Information Technology and Services - **Company Size:** 48% Medium, 32% Small #### What Do G2 Reviewers Say About Airia? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of Airia, enabling quick deployment and a seamless experience for their teams. - Users highlight the **exceptional customer support** of Airia, noting responsiveness and a genuine investment in user success. - Users appreciate the **easy setup** of Airia, allowing quick implementation and flexible agent creation with excellent support. - Users appreciate the **integrated chat feature** of Airia, making it easy to deploy AI solutions effortlessly. - Users benefit from the **high deployment efficiency** of Airia, simplifying AI integration across businesses with strong support. ##### Cons - Users experience **access limitations** due to fewer integrations and lacking robust security roles compared to competitors. - Users often face **call quality issues** that can disrupt communication, though support is responsive and helpful. - Users report occasional **dependency issues** with API calls failing, though support and documentation improvements are helpful. - Users often face a **steep learning curve** with Airia, making it difficult to navigate industry-specific features. - Users note the **limited features** of Airia, particularly regarding fewer integrations compared to competitors and lacking RBAC functionality. #### What Are Recent G2 Reviews of Airia? **["Centralized AI Management, Strong Integration Capabilities"](https://www.g2.com/survey_responses/airia-review-13359793)** **Rating:** 4.0/5.0 stars _— Sumedha R._ [Read full review](https://www.g2.com/survey_responses/airia-review-13359793) **["Centralized AI Workflows That Scale Across Teams"](https://www.g2.com/survey_responses/airia-review-13229704)** **Rating:** 4.5/5.0 stars _— LOKESH G._ [Read full review](https://www.g2.com/survey_responses/airia-review-13229704) ### [Arcjet](https://www.g2.com/products/arcjet/reviews) Arcjet is the runtime security platform that ships with your code. Enforce budgets, stop prompt injection, detect bots, and protect personal information with security building blocks configured in just a few lines of code. By enforcing security inline at the application layer, Arcjet protects apps with real identity and session context, something network-level tools can't see. Teams ship fast with confidence, without slowing down development or adding infrastructure complexity. Unlike WAFs and traditional tools that rely on agents or proxies, Arcjet rules live in your code: configured by developers or coding agents via MCP, CLI, or SDK, tuned like any other code change, and versioned alongside your application. For security leaders, this means fewer false positives, better threat visibility, and protection that evolves as fast as the application does, with no extra infrastructure or operational overhead. Arcjet provides SDKs for JavaScript and TypeScript (Node.js, Bun, Deno, Next.js, SvelteKit, Astro, Nuxt, and more), plus Go and Python. **Average Rating:** 4.6/5.0 **Total Reviews:** 15 #### Who Is the Company Behind Arcjet? - **Seller:** [Arcjet](https://www.g2.com/sellers/arcjet) - **Company Website:** arcjet.com - **Year Founded:** 2023 - **HQ Location:** New York City, New York - **Twitter:** @arcjet - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2061e18356d570a2dc70e532ae184dcd7026e20c3d5cf8bc4851edf19a8456df&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Farcjet%2F&secure%5Burl_type%5D=linkedin_company_website) 18 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 80% Small, 7% Large #### What Do G2 Reviewers Say About Arcjet? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **fine-grained bot detection** of Arcjet, appreciating its seamless integration with Next.js on Vercel. - Users commend the **comprehensive documentation** of Arcjet, making integration with various backends easy and efficient. - Users value the **thorough documentation** of Arcjet, making integration with various backends straightforward. - Users praise the **easy integrations** of Arcjet, especially with Next.js on Vercel, enhancing development efficiency. - Users value the **fine-grained bot and AI traffic controls** and seamless Next.js integration with Vercel. ##### Cons - Users note the **price increase** as a concern, impacting the overall value of the Arcjet product. #### What Are Recent G2 Reviews of Arcjet? **Rating:** 4.0/5.0 stars _— Lorenzo B._ [Read full review](https://www.g2.com/survey_responses/arcjet-review-13364757) **["Arcjet Makes API Security Integration Simple and Effective"](https://www.g2.com/survey_responses/arcjet-review-13227792)** **Rating:** 5.0/5.0 stars _— Chidume K._ [Read full review](https://www.g2.com/survey_responses/arcjet-review-13227792) ### [Check Point AI Agent Security](https://www.g2.com/products/check-point-ai-agent-security/reviews) Lakera Guard empowers organizations to build GenAI applications without worrying about prompt injections, data loss, harmful content, and other LLM risks. Lakera Guard's capabilities are based on proprietary databases that combine insights from LLM applications, Gandalf, open-source data, and our dedicated ML research. Try it for free: https://lakera.ai/ **Average Rating:** 4.2/5.0 **Total Reviews:** 12 #### Who Is the Company Behind Check Point AI Agent Security? - **Seller:** [Check Point Software Technologies](https://www.g2.com/sellers/check-point-software-technologies) - **Year Founded:** 1993 - **HQ Location:** Redwood City, CA - **Twitter:** @CheckPointSW 70,955 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d885813f6605ba84238ae4a21d169e0c9ade054cf0c99ff53e72483b54a8b521&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcheck-point-software-technologies%2F&secure%5Burl_type%5D=linkedin_company_website) 8,554 employees on LinkedIn® - **Ownership:** NASDAQ:CHKP #### Who Uses This Product? - **Top Industries:** Information Technology and Services - **Company Size:** 54% Small, 38% Medium #### What Do G2 Reviewers Say About Check Point AI Agent Security? _AI-generated summary from verified user reviews_ ##### Pros - Users find Check Point AI Agent Security to be a **highly effective tool against AI threats** , enhancing their protection significantly. ##### Cons - Users find Check Point AI Agent Security **expensive** and lacking in personal customization options, affecting overall satisfaction. - Users find the **limited customization** options frustrating, especially considering the high cost of the Check Point AI Agent Security. #### What Are Recent G2 Reviews of Check Point AI Agent Security? **["Clear, Practical Visibility and Security Controls for Protecting AI Agents"](https://www.g2.com/survey_responses/check-point-ai-agent-security-review-13186312)** **Rating:** 5.0/5.0 stars _— Anubhav Y._ [Read full review](https://www.g2.com/survey_responses/check-point-ai-agent-security-review-13186312) **["Dedicated AI Agent Security That Boosts Confidence Against Prompt Injection"](https://www.g2.com/survey_responses/check-point-ai-agent-security-review-13219175)** **Rating:** 4.5/5.0 stars _— Muhammed A._ [Read full review](https://www.g2.com/survey_responses/check-point-ai-agent-security-review-13219175) ### [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:** 31 #### Who Is the Company Behind Nudge Security? - **Seller:** [Nudge Security](https://www.g2.com/sellers/nudge-security) - **Company Website:** www.nudgesecurity.com - **Year Founded:** 2022 - **HQ Location:** Austin, Texas, United States - **Twitter:** @nudge\_security 449 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=22988fb2d8b44ec46bb39eb2e40849df1c57440622540df2839ef87bb5876ec8&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnudge-security&secure%5Burl_type%5D=linkedin_company_website) 55 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Computer Software - **Company Size:** 75% Medium, 16% Small #### What Do G2 Reviewers Say About Nudge Security? _AI-generated summary from verified user reviews_ ##### Pros - Users love the **intuitive user interface** of Nudge Security, enabling efficient navigation and management of extensive information. - Users appreciate the **high-level security** of Nudge Security, ensuring safe operations and effective threat detection. - Users appreciate the **swift deployment** of Nudge Security, enabling quick visibility and immediate benefits across their SaaS estate. - Users appreciate the **high-level malware protection** of Nudge Security, providing safety and efficiency for their work. - Users commend Nudge Security's **reliable notifications** for supply chain breaches, enhancing their security and efficiency. ##### Cons - Users find the **access control settings confusing** , often needing to manually adjust technical contacts for accuracy. - Users find the **limited acceptance** of contact assignments in Nudge Security requires frequent manual adjustments for accuracy. - Users note the **limited features** of Nudge Security compared to larger competitors but see improvements on the horizon. - Users face **technical issues** regarding inaccurate identification of contacts, requiring frequent changes for proper functionality. - Users often face **confusion in user management** , requiring adjustments to technical contacts for accuracy and relevance. #### What Are Recent G2 Reviews of Nudge Security? **["Nudge Security Makes SaaS Discovery and Risk Visibility Simple"](https://www.g2.com/survey_responses/nudge-security-review-13108791)** **Rating:** 5.0/5.0 stars _— Amber W._ [Read full review](https://www.g2.com/survey_responses/nudge-security-review-13108791) **["We Found 40+ Shadow IT Apps in 10 Minutes Without Installing a Single Endpoint Agent"](https://www.g2.com/survey_responses/nudge-security-review-13248010)** **Rating:** 4.5/5.0 stars _— Hruthik G._ [Read full review](https://www.g2.com/survey_responses/nudge-security-review-13248010) ### [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:** 4.6/5.0 **Total Reviews:** 13 #### 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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f8396a895e564d8a7dd04f4efb7ede7e82f76ed273dcd785a8291decca4882ea&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flangprotect%2F&secure%5Burl_type%5D=linkedin_company_website) 13 employees on LinkedIn® - **Ownership:** Private #### Who Uses This Product? - **Company Size:** 62% Medium, 31% Small #### What Are Recent G2 Reviews of Guardia? **["Using AI at work feels safer with Guardia"](https://www.g2.com/survey_responses/guardia-review-12779537)** **Rating:** 5.0/5.0 stars _— Mayank R._ [Read full review](https://www.g2.com/survey_responses/guardia-review-12779537) **["Guardia Simplifies Security and Risk Management with Clear, Early Visibility"](https://www.g2.com/survey_responses/guardia-review-13231380)** **Rating:** 4.5/5.0 stars _— LOKESH G._ [Read full review](https://www.g2.com/survey_responses/guardia-review-13231380) ### [CollieAi](https://www.g2.com/products/collieai/reviews) CollieAi — real-time AI control plane and AI security platform for production LLM apps CollieAi is a real-time AI control plane that lets teams safely ship and operate LLM applications, chatbots, RAG pipelines, and AI agents (agentic AI) in production. It sits inline on every model call as a drop-in layer and unifies three things you'd otherwise stitch together from separate tools: AI security, LLM observability, and AI governance. In short, CollieAi helps you protect, observe, and govern every LLM call — without changing your application code or your model provider. Most AI guardrail and LLM security tools stop at blocking attacks. CollieAi goes further: the same inline position that blocks prompt injection also gives you full visibility into every request and response, plus the policy, access, and audit controls your security and compliance teams need. It's an AI firewall, an LLM security gateway, and an AI security posture management (AI-SPM) layer in one. HOW IT WORKS Provider-agnostic — works with any model: OpenAI, Anthropic Claude, Google Gemini, Azure OpenAI, AWS Bedrock, DeepSeek, and self-hosted / open-source models. Protects agentic AI, MCP (Model Context Protocol), and tool-calling workflows. Integrate three ways: - Drop-in proxy: point your existing OpenAI-compatible client at CollieAi with a one-line change (swap the base URL) — no SDK, no rewrite. - Native SDKs for Python, Node, and .NET (bring-your-own-model), with real-time token-by-token SSE streaming. - Async API for batch and webhook-driven workloads. Every request and response is inspected bidirectionally in real time at low latency (≤20 ms median), so protection, logging, and policy enforcement happen on the live path — before anything reaches your users. PROTECT — real-time guardrails on every prompt and response A configurable rules engine runs on inbound prompts and outbound responses. For each rule you choose a direction (inbound, outbound, output, or all) and a decision (block, mask, monitor, normalize, or allow), and mix detection methods — fast pattern rules, lightweight ML models, and LLM-based reasoning — each with its own thresholds. Coverage includes: - Prompt injection and indirect (paraphrased) prompt injection protection, plus jailbreak detection - PII detection, redaction, and masking — credit cards, IBAN/BIC, SSNs, emails and more (with checksum validation) - Secrets and API-key detection (tokens, private keys, credentials) - Data loss prevention (DLP) - Output safety — block or monitor unsafe content by category (violence, self-harm, illegal acts, and more) - Profanity and sensitive-word filtering via custom, multi-language dictionaries (brand safety, competitor and sensitive terms) - Malicious-URL filtering and URL-exfiltration protection (block schemes and IP literals; allow trusted domains) - Hidden-payload detection — decode and block base64-encoded payloads and file data - Prompt normalization (NFKC, lowercase, zero-width/homoglyph removal) to defeat obfuscated attacks - Language detection to restrict unsupported or disallowed languages Full coverage of the OWASP Top 10 for LLM Applications. Start in Monitor mode to see what would be flagged, then switch to Protect when you're ready. OBSERVE — full visibility into your AI traffic - Real-time analytics: total requests, blocked, monitored, average latency, and token usage — per environment, over 24h / 7d / 30d - Requests-per-hour trends with blocked volume stacked on top - Threat breakdown: passed vs. monitored vs. blocked - Full request/response traces and logs for debugging and investigation - Anomaly detection and configurable alerts - SIEM integration to feed your existing security stack - A live Security Score summarizing your posture GOVERN — policies, access, and audit for AI - A central policy and rules library, organized by project and environment - Role-based access control (RBAC) and team management - Provider-token management and scoped API keys - Reusable dictionaries for custom filtering - Audit logging with configurable log retention - AI risk management aligned to the OWASP LLM Top 10, NIST AI RMF, ISO 42001, and the EU AI Act - Helps you address shadow AI and meet GDPR, PCI DSS, HIPAA, and SOC 2 BUILT FOR PRODUCTION - Real-time, low-latency enforcement that won't slow your app - Unlimited projects and API keys - Deploy as a managed cloud service or fully self-hosted for complete data control and residency - Configurable retention — keep what you need, drop what you don't WHO USES CollieAi Teams building and running LLM apps, chatbots, RAG systems, and AI agents in production — from early-stage startups to regulated enterprises, worldwide. Primary buyers are engineering, platform/MLOps, and security/compliance teams, with strong fit in fintech, healthcare, SaaS, gaming, and any organization handling sensitive or regulated data in AI. GET STARTED IN MINUTES A guided setup lets you pick the threats you care about — prompt injection, PII & financial data, secrets & API keys, malicious URLs, profanity, and hidden payloads — and CollieAi configures sensible defaults for you. Start free (no credit card) with a generous monthly request allowance, and scale up when you're ready. Early-stage startups can apply for 6 months of the Growth plan free. **Average Rating:** 4.5/5.0 **Total Reviews:** 8 #### Who Is the Company Behind CollieAi? - **Seller:** [CollieAi](https://www.g2.com/sellers/collieai) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 63% Medium, 38% Small #### What Are Recent G2 Reviews of CollieAi? **["Straightforward Integration and Strong Prompt-Injection Protection"](https://www.g2.com/survey_responses/collieai-review-13277331)** **Rating:** 4.5/5.0 stars _— Muhammed A._ [Read full review](https://www.g2.com/survey_responses/collieai-review-13277331) **["An Easy Way to Secure AI Models Against Modern Threats"](https://www.g2.com/survey_responses/collieai-review-13186553)** **Rating:** 4.0/5.0 stars _— Jeni J._ [Read full review](https://www.g2.com/survey_responses/collieai-review-13186553) ### [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. Explore Harmonic Security for yourself: https://explore.harmonic.security/ **Average Rating:** 4.5/5.0 **Total Reviews:** 8 #### 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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=638427b7b1c418c1ca88e3b74068630a81d4053ecf30f93a1602cc37797d225b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fharmonic-security%2F&secure%5Burl_type%5D=linkedin_company_website) 63 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 63% Medium, 25% Small #### What Are Recent G2 Reviews of Harmonic Security? **["Strong Real-Time Visibility and Control for Secure AI Adoption"](https://www.g2.com/survey_responses/harmonic-security-review-13281845)** **Rating:** 4.5/5.0 stars _— LOKESH G._ [Read full review](https://www.g2.com/survey_responses/harmonic-security-review-13281845) **["Visibility and Control for Enterprise AI Security"](https://www.g2.com/survey_responses/harmonic-security-review-13233715)** **Rating:** 4.0/5.0 stars _— Jeni J._ [Read full review](https://www.g2.com/survey_responses/harmonic-security-review-13233715) ### [AppSentinels](https://www.g2.com/products/appsentinels/reviews) AppSentinels protects your APIs by securing the business logic that drives your operations. Continuous discovery, automated API pen testing, and real-time defense stop hidden threats before they disrupt your business, ensuring seamless, risk-free innovation without slowing development. **Average Rating:** 4.9/5.0 **Total Reviews:** 10 #### Who Is the Company Behind AppSentinels? - **Seller:** [AppSentinels](https://www.g2.com/sellers/appsentinels) - **Year Founded:** 2021 - **HQ Location:** Boston , US - **Twitter:** @appsentinelsai 122 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=65599e5a49dd942b38be9677e8837d80d1c0cdafb2846f522301fddfa9043cc2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fapp-sentinels%2F&secure%5Burl_type%5D=linkedin_company_website) 39 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 60% Medium, 20% Large #### What Do G2 Reviewers Say About AppSentinels? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **automated discovery of shadow and undocumented APIs** , enhancing their API testing efficiency. - Users commend the **responsive and knowledgeable support team** behind AppSentinels, enhancing their overall user experience. - Users value the **automated vulnerability detection** , enhancing security through smart API management and robust support. #### What Are Recent G2 Reviews of AppSentinels? **["Essential Tool for API, MCP, and Agentic AI Security"](https://www.g2.com/survey_responses/appsentinels-review-12790396)** **Rating:** 5.0/5.0 stars _— Verified User in Financial Services_ [Read full review](https://www.g2.com/survey_responses/appsentinels-review-12790396) **["AppSentinels Brings Clear Visibility Across Agents, Tools, APIs, and MCP"](https://www.g2.com/survey_responses/appsentinels-review-13253193)** **Rating:** 5.0/5.0 stars _— Verified User in Information Technology and Services_ [Read full review](https://www.g2.com/survey_responses/appsentinels-review-13253193) - ‹ Prev ‹ Prev - 1 - [2](/categories/ai-security-solutions?order=g2_score&page=2#product-list) - [3](/categories/ai-security-solutions?order=g2_score&page=3#product-list) - [4](/categories/ai-security-solutions?order=g2_score&page=4#product-list) - [5](/categories/ai-security-solutions?order=g2_score&page=5#product-list) - … - [13](/categories/ai-security-solutions?order=g2_score&page=13#product-list) - [14](/categories/ai-security-solutions?order=g2_score&page=14#product-list) - [Next › Next ›](/categories/ai-security-solutions?order=g2_score&page=2#product-list) Spotlight Categories [Revenue Operations & Intelligence (RO&I) Software](https://www.g2.com/categories/revenue-operations-intelligence-ro-i) [Purchasing Software](https://www.g2.com/categories/purchasing-software) [Social Media Listening Tools](https://www.g2.com/categories/social-media-listening-tools) [Retail POS Systems](https://www.g2.com/categories/retail-pos) [Employee Recognition Software](https://www.g2.com/categories/employee-recognition) 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 Legal Operating System](/categories/ai-legal-operating-system) - [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) [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