Gartner defines the AI application security market as technologies that protect enterprise-developed AI applications and agents by combining security testing, exposure management, and runtime defense to detect, alert, or block threats. Delivered via SaaS or on-premises technologies, these tools enable cybersecurity and risk teams to manage posture, conduct adversarial testing, and enforce real-time protection of AI applications.
Akamai Firewall for AI is a security solution designed to protect AI-powered applications, including large language models (LLMs), from modern cyber threats. It analyzes both inbound AI queries and outbound responses in real time to detect prompt injections, sensitive data leaks, harmful language, and adversarial attacks. The solution provides policy-based controls and adaptive enforcement, enabling organizations to implement responsible AI use and comply with regulatory requirements. Firewall for AI helps safeguard intellectual property, prevent data loss, and reduce compliance risks, supporting secure deployment of AI applications across cloud, edge, and hybrid environments.
Cato SASE Cloud is a software platform that integrates networking and security capabilities using a cloud-native architecture. The software combines secure access service edge functions such as SD-WAN, firewall as a service, secure web gateway, cloud access security broker, and zero trust network access. It enables organizations to connect physical locations, cloud resources, and remote users to a unified, secure global network. By providing centralized management and visibility, the software helps address challenges related to complex network infrastructure, security policy enforcement, and remote connectivity. It is designed to support digital transformation initiatives and simplify both connectivity and security management across distributed environments.
Cisco AI Defense is an end-to-end security solution for enterprises building AI applications and agents. Its capabilities span the complete AI lifecycle, from development through deployment, enabling businesses to innovate confidently. AI Defense inventories AI assets across distributed environments, automatically tests components like models and MCP servers to uncover vulnerabilities, and provides real-time guardrails to protect AI applications against runtime threats. Leveraging Cisco’s threat intelligence and deep network-level insight, AI Defense provides security coverage purpose-built for AI.
Coralogix is a software that focuses on centralized log management and analytics for organizations needing to manage large volumes of log data across their cloud environments. The software enables users to ingest, parse, and analyze logs, metrics, and traces in real time, converting raw data into actionable insights. Coralogix automates the detection of anomalies, monitors application performance, and streamlines compliance reporting. The software provides features such as alerting, visualization, and querying through dashboards, supporting observability and troubleshooting efforts for DevOps, security, and engineering teams. Coralogix helps address challenges related to operational visibility, incident response, and system health monitoring within distributed infrastructure and applications.
Cranium is software designed to support organizations in securing and managing their artificial intelligence and machine learning environments. The software offers features for monitoring, vulnerability management, and compliance focused on AI workflows and related infrastructure. Cranium provides capabilities to identify and assess risks associated with AI models, ensure adherence to governance frameworks, and streamline reporting for regulatory and security requirements. The software addresses the business problem of managing visibility and reducing risks in increasingly complex AI-driven operations by delivering centralized oversight and controls tailored to AI systems.
DeepKeep is an artificial intelligence security software designed to identify, monitor, and protect AI models from vulnerabilities and potential threats. The software provides capabilities such as automated risk detection, continuous monitoring of AI models, and mitigation of adversarial risks. It addresses the business problem of safeguarding AI systems from attacks, ensuring reliability and compliance in AI deployments. Through its suite of security assessment tools, DeepKeep aims to improve the robustness of AI models used across various industry applications, enabling organizations to maintain secure and trustworthy operations when integrating AI technologies into their infrastructure.
F5 Application Delivery and Security Platform is a software designed to optimize the performance, availability, and security of applications across cloud and on-premises environments. The software enables load balancing, traffic management, and application acceleration to ensure consistent user experiences. It includes features for web application firewall, DDoS protection, access management, and secure connectivity. The software addresses challenges related to application reliability, security risks, and efficient resource utilization by providing centralized control and visibility over network and application traffic. It is suited for organizations seeking to manage complex application deployments while maintaining security and optimizing operational efficiency.
HiddenLayer's AI Security Platform secures agentic, generative, and predictive AI applications across the entire lifecycle, including AI discovery, AI supply chain security, AI attack simulation, and AI runtime security. Backed by patented technology and expert-driven adversarial AI research, HiddenLayer protects IP, ensures compliance, and enables safe adoption of AI at enterprise scale. The platform can be deployed via SaaS, On-prem, Air Gapped or hybrid to meet clients preferred integrations while being non-invasive.
Lasso Security is a software designed to identify and manage security vulnerabilities associated with open-source components used within software development environments. The software automates the process of detection, prioritization, and remediation of risks related to third-party packages in repositories such as source code and infrastructure files. Lasso Security enables visibility into security issues, tracks changes over time, and integrates with developer workflows to facilitate management of risks in real time. The software supports organizations in maintaining compliance and governance while streamlining the resolution process by offering actionable insights and notifications. It is suited for development teams seeking to address the challenge of secure open-source usage while minimizing operational disruptions.
Noma Security Agentic AI Security Platform is a software that integrates artificial intelligence to automate and enhance cybersecurity operations. The software helps organizations identify, analyze, and respond to security threats using AI-driven detection, investigation, and remediation capabilities. It addresses the need for efficient threat management by providing real-time monitoring, incident response, and risk assessment tools. The platform is designed to streamline security processes, reduce manual interventions, and support compliance requirements. Its features aim to assist businesses in mitigating risks and safeguarding digital assets through proactive and adaptive security measures.
Pillar Security is a software designed to provide digital asset protection and security management for blockchain-based applications. The software features cryptographic key management, secure wallet infrastructure, and transaction authorization controls to help businesses safeguard their assets and enforce compliance with digital security policies. It enables organizations to manage access permissions, monitor activity logs, and secure sensitive data involved in decentralized finance, identity verification, and other blockchain solutions. Pillar Security addresses the challenge of securing digital assets in environments where traditional cybersecurity tools may not be sufficient, offering a dedicated platform for robust blockchain security and operational risk mitigation.
PointGuard AI Platform secures AI applications and agent-driven systems across their lifecycle, starting with AI Discovery & Inventory to identify models, agents, and integrations. It delivers AI Security Posture Management and AI Security Testing, including AI Red Teaming, to uncover and assess risks such as prompt injection and data exposure. At runtime, AI Anomaly Detection and Guardrails enforce safe behavior, while AI DLP and Access Control protect sensitive data and restrict usage. The Agentic Gateway provides a centralized control point for MCP, API, and A2A traffic. The platform also integrates vulnerability management to prioritize and remediate risks across AI and traditional applications.
Palo Alto Networks Prisma AIRS secures AI end-to-end as enterprises deploy autonomous agents and applications that act, decide, and execute at scale. It embeds security into development, protecting models, prompts, and APIs from the start. At runtime, it governs agent identity and actions to stop misuse - even with valid access. Across the infrastructure powering AI, it secures containers, multicloud environments, and high-throughput systems with consistent, real-time enforcement. Built on Palo Alto Networks’ proven, enterprise-grade platform and global threat intelligence, Prisma AIRS enables faster adoption, reduces risk, and maintains control over agentic AI operations at scale.
Proofpoint AI Security provides runtime inspection and enforcement for AI applications and agents. The product detects, alerts, and blocks threats across agent-to-tool and agent-to-LLM interactions and evaluates whether agent actions and behavior align with user intent throughout the full execution chain. Deployed at the infrastructure layer via eBPF, coverage is consistent across frameworks, LLM providers, and agent platforms without developer instrumentation.
Zenity is a security and governance platform purpose-built for AI agents - spanning SaaS, home grown platforms (Cloud), and end-user devices (Endpoint). Trusted by Fortune 500 enterprises, Zenity helps security teams confidently adopt AI by delivering defense in depth with full-lifecycle coverage: from agent discovery and posture management to real-time detection, inline prevention, and response. With an agent-centric approach that prioritizes how agents behave, what they access, and which tools they invoke, Zenity eliminates blind spots and enforces consistent policy and controls across environments so organizations can innovate with AI, without compromising security.
ZeroTrusted.ai is a cybersecurity software designed to address security challenges in artificial intelligence environments. The software offers real-time monitoring of AI systems for threats and vulnerabilities, facilitating risk assessment and compliance management. It provides tools for tracking data lineage, enforcing access controls, and ensuring model integrity during development and deployment. ZeroTrusted.ai implements automated detection capabilities to identify suspicious activities and potential breaches within AI workflows. The software aims to help organizations secure AI models from manipulation, unauthorized access, and data leaks, supporting regulatory requirements in industries that utilize machine learning models.
ZeusLock is a software designed to enhance cybersecurity for organizations by providing password management and protection solutions. The software enables users to securely store, generate, and manage passwords through encrypted vaults and access controls. ZeusLock offers features such as multi-factor authentication, password sharing within teams, and audit trails to track access and changes. The software aims to address security threats related to weak passwords and unauthorized access by enforcing strong password policies and monitoring credentials for potential breaches. Through centralized management and integration with enterprise tools, ZeusLock helps organizations strengthen their identity and access management capabilities while maintaining compliance with security standards.