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, cloud security software, and application security tools, as well as AI infrastructure and 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 Reviews on AI Security Solutions
According to G2 review data, users highlight runtime AI behavior monitoring and prompt injection protection as the most impactful capabilities. Security and AI teams frequently cite improved confidence in deploying AI in production and reduced risk of sensitive data exposure through AI models as primary outcomes of adoption.
G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.
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 developme
Users: CISO, Security Engineer · Industries: Financial Services, Information Technology and Services · Market Segment: 54% Enterprise, 39% Mid-Market
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 hybri
Users frequently mention the product's user-friendly interface, robust automation for essential privacy tasks, and excellent customer support. Users mentioned some functional limitations, a noticeable learning curve, and delays with implementing some identified tool enhancements that can affect the overall user experience.
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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 f
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
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.
Leveragin
Industries: Information Technology and Services, Computer Software · Market Segment: 49% Enterprise, 26% Mid-Market
User Sentiment
Users like the cloud-native security model, zero-trust architecture, and the ability to access the internet securely from anywhere without relying on traditional on-premise hardware. Users mentioned that the initial setup and policy configuration can be complex for new administrators, and there can be minor latency depending on user location and traffic routing.
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.
AI Labs Audit is a comprehensive platform designed to measure and enhance a brand's visibility across over 100 AI models, including ChatGPT, Claude, Gemini, and Perplexity. Tailored for digital agenci
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 environ
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 capabil
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-drive
Industries: Computer Software, Information Technology and Services · Market Segment: 55% Mid-Market, 24% Small-Business
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.
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 tru
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 compl
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 wor
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
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