# 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.





## Category Overview

**Total Products under this Category:** 52


## Trust & Credibility Stats

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 1,500+ Authentic Reviews
- 52+ 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.


## Best AI Security Solutions Software At A Glance

- **Best Free Software:** [Wiz](https://www.g2.com/products/wiz-wiz/reviews)


---

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---

## Top-Rated Products (Ranked by G2 Score)
### 1. [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 &amp; 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:** 772


**Seller Details:**

- **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 (22,550 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/wizsecurity/ (3,248 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** CISO, Security Engineer
  - **Top Industries:** Financial Services, Information Technology and Services
  - **Company Size:** 54% Enterprise, 39% Mid-Market


#### Pros & 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)

### 2. [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


**Seller Details:**

- **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/ (11 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 50% Enterprise, 50% Mid-Market


### 3. [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 SaaS sprawl, shadow AI, and identity sprawl. 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:** 4.5/5.0
  **Total Reviews:** 15


**Seller Details:**

- **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 (439 Twitter followers)
- **LinkedIn® Page:** http://www.linkedin.com/company/nudge-security (34 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 53% Mid-Market, 33% Small-Business


#### Pros & 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)

### 4. [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&#39;s Data Command Center for data security, privacy, governance, and compliance. Securiti has been recognized with numerous industry and analyst awards, including &quot;Most Innovative Startup&quot; by RSA, &quot;Top 25 Machine Learning Startups&quot; by Forbes, &quot;Most Innovative AI Companies&#39;&#39; by CB Insights, &quot;Cool Vendor in Data Security&quot; by Gartner, and &quot;Privacy Management Wave Leader&#39;&#39; by Forrester. For more information, please follow us on LinkedIn and visit Securiti.ai.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 82


**Seller Details:**

- **Seller:** [Veeam](https://www.g2.com/sellers/veeam)
- **Company Website:** https://www.veeam.com
- **Year Founded:** 2006
- **HQ Location:** Columbus, OH
- **Twitter:** @veeam (51,564 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/veeam-software/ (6,666 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Retail
  - **Company Size:** 66% Enterprise, 14% Mid-Market


#### Pros & 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)

### 5. [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&#39;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.&quot;


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 185


**Seller Details:**

- **Seller:** [Zscaler](https://www.g2.com/sellers/zscaler)
- **Company Website:** https://www.zscaler.com/
- **Year Founded:** 2008
- **HQ Location:** San Jose, California
- **Twitter:** @zscaler (17,513 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/234625/ (9,540 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 48% Enterprise, 28% Mid-Market


#### Pros & Cons

**Pros:**

- Security (48 reviews)
- Internet Security (47 reviews)
- Protection (41 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)

### 6. [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&amp;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


**Seller Details:**

- **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®)

**Reviewer Demographics:**
  - **Company Size:** 50% Mid-Market, 50% Enterprise


### 7. [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:** 8


**Seller Details:**

- **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®)

**Reviewer Demographics:**
  - **Company Size:** 50% Mid-Market, 25% Enterprise


#### Pros & 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)

### 8. [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:** 279


**Seller Details:**

- **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft)
- **Year Founded:** 1975
- **HQ Location:** Redmond, Washington
- **Twitter:** @microsoft (13,105,844 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/microsoft/ (227,697 employees on LinkedIn®)
- **Ownership:** MSFT

**Reviewer Demographics:**
  - **Who Uses This:** Saas Consultant, Software Engineer
  - **Top Industries:** Information Technology and Services, Computer &amp; Network Security
  - **Company Size:** 39% Mid-Market, 35% Enterprise


#### Pros & 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)

### 9. [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.




**Seller Details:**

- **Seller:** [AccuroAI](https://www.g2.com/sellers/accuroai)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/accuroai/ (1 employees on LinkedIn®)



### 10. [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.




**Seller Details:**

- **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®)



### 11. [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)




**Seller Details:**

- **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®)



### 12. [AI Labs Audit](https://www.g2.com/products/ai-labs-audit/reviews)
  AI Labs Audit is a comprehensive platform designed to measure and enhance a brand&#39;s visibility across over 100 AI models, including ChatGPT, Claude, Gemini, and Perplexity. Tailored for digital agencies, SEO professionals, and marketing consultants, it offers white-label audit reports that assess and improve clients&#39; presence in AI-generated responses. Key Features and Functionality: - AI-Powered Client Assistant: Automatically extracts information from clients&#39; websites to create detailed profiles, streamlining the audit process. - Automated Prompt Generation: Generates industry-specific prompts based on clients&#39; sectors, products, and competitors, ensuring relevant and targeted audits. - Comprehensive AI Model Testing: Evaluates visibility across a wide range of AI models, providing a holistic view of a brand&#39;s presence. - Automated Scoring System: Analyzes AI responses to determine brand position, sentiment, mention type, and cited sources, delivering actionable insights. - White-Label PDF Reports: Produces professional, customizable reports featuring the agency&#39;s branding, enhancing client presentations. - Multi-Client Management Dashboard: Offers a centralized interface to manage multiple clients, track audits, and monitor progress over time. - Historical Tracking: Monitors visibility evolution, allowing agencies to measure the impact of their optimization efforts. - Multi-Language Support: Provides interface and reports in multiple languages, catering to international clients. Primary Value and Solutions Provided: AI Labs Audit addresses the growing need for brands to be visible in AI-generated content, which is becoming a primary gateway for customer discovery. By offering detailed audits and actionable recommendations, the platform enables agencies and consultants to: - Identify Visibility Gaps: Pinpoint areas where clients are underrepresented in AI responses. - Enhance Brand Presence: Implement strategies to improve visibility and positioning within AI-generated content. - Deliver Professional Insights: Provide clients with clear, data-driven reports that demonstrate value and foster trust. - Stay Competitive: Equip clients to adapt to the evolving digital landscape where AI interactions play a crucial role in consumer engagement. By integrating AI Labs Audit into their service offerings, agencies can offer innovative solutions that align with the latest trends in digital marketing and AI technology.




**Seller Details:**

- **Seller:** [AI Labs Solutions](https://www.g2.com/sellers/ai-labs-solutions)
- **Year Founded:** 2025
- **HQ Location:** lyon, FR
- **LinkedIn® Page:** https://www.linkedin.com/company/ai-labs-audit/ (1 employees on LinkedIn®)



### 13. [Airia](https://www.g2.com/products/airia/reviews)
  Airia is the enterprise AI security, orchestration, and governance platform that enables organizations to deploy AI quickly, safely, and at scale. Built for even the most complex and regulated environments, Airia reduces vulnerabilities in agentic ecosystems and streamlines workflows across agents, models, and an organization’s applications and data sources. Airia removes the complexity that often accompany AI adoption, allowing enterprises to operationalize AI with trust, control, and measurable impact. Today, hundreds of organizations around the world are transforming the way they work with Airia. Learn more at airia.com.


  **Average Rating:** 4.9/5.0
  **Total Reviews:** 11


**Seller Details:**

- **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®)

**Reviewer Demographics:**
  - **Company Size:** 45% Mid-Market, 27% Small-Business


#### Pros & 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)

### 14. [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.




**Seller Details:**

- **Seller:** [Akto.io](https://www.g2.com/sellers/akto-io)
- **Year Founded:** 2022
- **HQ Location:** San Francisco, California
- **Twitter:** @Aktodotio (1,347 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/akto-io/ (29 employees on LinkedIn®)



### 15. [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


**Seller Details:**

- **Seller:** [Indusface](https://www.g2.com/sellers/indusface)
- **Year Founded:** 2012
- **HQ Location:** Vadodara
- **Twitter:** @Indusface (3,477 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/indusface/ (174 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 55% Mid-Market, 24% Small-Business


#### Pros & 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)

### 16. [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


**Seller Details:**

- **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®)

**Reviewer Demographics:**
  - **Company Size:** 100% Small-Business


#### Pros & Cons

**Pros:**

- AI Integration (1 reviews)
- Efficiency (1 reviews)
- Scalability (1 reviews)

**Cons:**

- AI Limitations (1 reviews)
- Expensive (1 reviews)

### 17. [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&#39;s unique challenges. As shown in Figure 1, a holistic AI security and safety program combats AI risk across the development of AI applications.




**Seller Details:**

- **Seller:** [Cisco](https://www.g2.com/sellers/cisco)
- **Year Founded:** 1984
- **HQ Location:** San Jose, CA
- **Twitter:** @Cisco (721,388 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/cisco/ (95,742 employees on LinkedIn®)
- **Ownership:** NASDAQ:CSCO



### 18. [Clawctl](https://www.g2.com/products/clawctl/reviews)
  Clawctl is a managed, secure runtime for OpenClaw AI agents. Deploy in 60 seconds with sandboxed execution, encrypted secrets vault, human-in-the-loop approvals for 70+ high-risk actions, and full audit trails with up to 365-day retention. Network egress control, prompt injection defense, and automatic security patches included. Same OpenClaw you love, actually safe.




**Seller Details:**

- **Seller:** [Clawctl](https://www.g2.com/sellers/clawctl)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)



### 19. [Cranium](https://www.g2.com/products/cranium-cranium/reviews)
  Cranium is a comprehensive AI governance platform designed to help organizations adopt and accelerate AI safely. It enables businesses to identify security risks, demonstrate compliance, and build trust in both internal and third-party AI systems. By providing end-to-end AI governance, Cranium ensures that organizations can manage their AI supply chain securely and efficiently. Key Features and Functionality: - Detect AI: Scans code repositories to uncover, label, and prioritize AI/ML code, offering unmatched visibility into AI components. - Security Monitoring: Continuously monitors AI systems for vulnerabilities and threats, ensuring robust protection against potential risks. - Compliance Management: Enhances the ability to define, implement, and validate internal AI compliance, aligning with industry standards and regulations. - Third-Party AI Oversight: Extends insight and fosters trust in external AI systems interacting with the organization, ensuring comprehensive oversight. Primary Value and Problem Solved: Cranium addresses the critical need for secure and compliant AI adoption by providing organizations with the tools to monitor, manage, and govern their AI ecosystems effectively. It mitigates risks associated with AI deployment, ensures adherence to compliance standards, and builds trust in AI systems, both internal and external. By offering a centralized platform for AI governance, Cranium empowers organizations to harness the full potential of AI while maintaining security and compliance.




**Seller Details:**

- **Seller:** [Cranium](https://www.g2.com/sellers/cranium)
- **Year Founded:** 2016
- **HQ Location:** Zaventem, BE
- **LinkedIn® Page:** https://www.linkedin.com/company/cranium-eu/ (72 employees on LinkedIn®)



### 20. [Cyata](https://www.g2.com/products/cyata/reviews)
  As AI agents become part of the enterprise workforce - querying data, calling APIs, and acting autonomously - they bring a new identity layer no traditional IAM system was built to handle. Cyata gives security and IT teams the visibility and control they need over these non-human actors. We help you automatically discover agent activity, observe actions in real time, and enforce policies at the speed of automation - without disrupting existing workflows. Our platform integrates seamlessly with your existing cloud, SaaS, and identity infrastructure to apply least-privilege access, human-in-the-loop approvals, and real-time guardrails around autonomous behavior. Backed by elite cybersecurity veterans, Cyata is how enterprises safely embrace the power of AI agents - with confidence, clarity, and control.




**Seller Details:**

- **Seller:** [Cyata](https://www.g2.com/sellers/cyata)
- **Year Founded:** 2024
- **HQ Location:** Tel Aviv, IL
- **LinkedIn® Page:** https://www.linkedin.com/company/cyata/ (15 employees on LinkedIn®)



### 21. [DataGuard](https://www.g2.com/products/symmetry-systems-dataguard/reviews)
  Symmetry Systems DataGuard is a Data Security Posture Management solution for modern hybrid-cloud environments. It is designed to help CISO’s and senior IT and business decision makers develop a complete understanding of what data they have, where it is located, how it flows through the environment, who has access to it, how it is secured and in what manner it has been used. With full data visibility and pragmatic steps to remediate, security leaders use DataGuard to enact data security controls, practices and programs to protect their data. For organizations with stricter compliance requirements, enforcement of data protection policies can be automated through the platform.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 6


**Seller Details:**

- **Seller:** [Symmetry Systems](https://www.g2.com/sellers/symmetry-systems)
- **Year Founded:** 2019
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** https://www.linkedin.com/company/6759425 (43 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 83% Enterprise, 17% Mid-Market


#### Pros & Cons

**Pros:**

- Data Protection (2 reviews)
- Platform Compatibility (2 reviews)
- Security (2 reviews)
- Backup Ease (1 reviews)
- Compliance (1 reviews)

**Cons:**

- Complex Configuration (1 reviews)
- Complexity (1 reviews)
- Feature Complexity (1 reviews)

### 22. [DeepRails](https://www.g2.com/products/deeprails/reviews)
  DeepRails is an enterprise AI evaluation and guardrails platform that detects, fixes, and prevents LLM hallucinations in real time. Teams use DeepRails’ APIs to evaluate, monitor, and defend GenAI workflows with high-accuracy metrics for correctness, completeness, adherence, and safety. Unlike tools that only score or flag issues, DeepRails actively remediates low-quality outputs through automated regeneration and correction—ensuring reliable, audit-ready AI in production.




**Seller Details:**

- **Seller:** [DeepRails](https://www.g2.com/sellers/deeprails)
- **Year Founded:** 2025
- **HQ Location:** Wilmington, US
- **LinkedIn® Page:** https://www.linkedin.com/company/deeprails/ (8 employees on LinkedIn®)



### 23. [Euroaiguard](https://www.g2.com/products/euroaiguard/reviews)


**Seller Details:**

- **Seller:** [EuroAI Guard](https://www.g2.com/sellers/euroai-guard)
- **Year Founded:** 2026
- **HQ Location:** PARIS, FR
- **LinkedIn® Page:** https://www.linkedin.com/company/euroaiguard/ (1 employees on LinkedIn®)



### 24. [Fireraven](https://www.g2.com/products/fireraven/reviews)
  Fireraven helps businesses deploy secure and compliant AI agents. We uncover security risks and compliance gaps through automated AI red-teaming, and mitigate those gaps through low-code customizable guardrails.




**Seller Details:**

- **Seller:** [Fireraven](https://www.g2.com/sellers/fireraven)
- **Year Founded:** 2023
- **HQ Location:** Montreal, CA
- **LinkedIn® Page:** https://www.linkedin.com/company/fireraven/ (4 employees on LinkedIn®)



### 25. [Giskard](https://www.g2.com/products/giskard/reviews)
  Giskard is an open-source AI testing framework designed to enhance the reliability and security of machine learning (ML) and large language models (LLMs). It provides automated tools to detect vulnerabilities such as biases, hallucinations, and security flaws, supporting a wide range of model types, including tabular data, natural language processing (NLP), and LLMs. Key Features and Functionality: - Automated Vulnerability Detection: Giskard automatically identifies critical issues like hallucinations, harmful content generation, prompt injections, robustness flaws, sensitive information disclosure, and biases in AI models. - RAG Evaluation Toolkit (RAGET): For Retrieval-Augmented Generation (RAG) applications, Giskard generates evaluation datasets and assesses the performance of RAG agents, evaluating components such as generators, retrievers, rewriters, routers, and knowledge bases. - Seamless Integration: The platform integrates with popular ML frameworks and tools, including Hugging Face, MLFlow, Weights &amp; Biases, PyTorch, TensorFlow, and Langchain, facilitating easy incorporation into existing workflows. - Continuous Red Teaming: Giskard enables proactive monitoring by continuously generating different attack scenarios and potential hallucinations throughout the AI lifecycle, ensuring vulnerabilities are detected before they impact real-world use. - Collaborative Testing Environment: The platform offers a user-friendly interface for business users and a powerful SDK for technical users, supporting team collaboration with shared workspaces, annotation tools, and role-based access control. Primary Value and Problem Solved: Giskard addresses the critical need for responsible AI development by providing a comprehensive testing platform that ensures AI models perform correctly and securely in production. By automating the detection of vulnerabilities and facilitating continuous monitoring, Giskard helps organizations mitigate risks associated with AI deployment, such as ethical biases, security breaches, and performance issues. This proactive approach not only safeguards companies&#39; reputations and operations but also aligns with emerging regulatory frameworks, ensuring compliance with standards like the EU AI Act.




**Seller Details:**

- **Seller:** [Giskard](https://www.g2.com/sellers/giskard)
- **Year Founded:** 2021
- **HQ Location:** Paris, FR
- **LinkedIn® Page:** https://www.linkedin.com/company/giskard-ai (28 employees on LinkedIn®)





## Parent Category

[Artificial Intelligence Software](https://www.g2.com/categories/artificial-intelligence)





