trojAI defend
Analyze. Alert. Block. Redact. Log. Stop active threats to AI systems with runtime protection.
The Problem
AI agents operate in dynamic environments where inputs, context, and outputs continuously change. Attackers can manipulate prompts, exploit tool access, or trigger unsafe behavior in real time. Without runtime defense, enterprises lack visibility and control over what AI systems are allowed to say, access, and do.
The Solution
AI attacks move at machine speed, and production systems need protection that can keep up. TrojAI Defend delivers real-time visibility and control over AI systems, helping you detect, block, and contain threats before they impact users, data, or connected systems.
Capabilities
Secure AI systems with layered protections designed for real-world attacks, unsafe behavior, and compliance requirements.
Sanitize prompts and responses to AI agents, applications, and models to ensure interactions remain safe and are aligned with organizational standards.
Gain the power and flexibility to secure every use case imaginable using preset or customized policies powered by an enterprise-grade rules engine.
Analyze full AI agent execution traces across tool usage, memory access, and data retrieval.
Stream AI security insights into SIEM, SOAR, and ticketing platforms to improve visibility, accelerate response, and operationalize AI security at scale.
How It Works
TrojAI Defend uses layered AI-driven detections to identify and stop threats in real time across prompts, responses, and agent interactions, delivering complete runtime protection.
TrojGuard is made up of both LLMs and smaller classifier models:
A purpose-built LLM analyzes prompts and responses using AI/ML rulesets, pattern matching, and policies to detect adversarial behavior. With a large context window and support for multiple security categories, it delivers deep inspection and defense-in-depth.
Specialized small classifiers provide fast, targeted detection for specific threats such as prompt injection, harmful content, and sensitive data exposure. These lightweight models operate independently to deliver high-speed, scalable runtime protection.
Product in Action
TrojAI Defend allows enterprises to innovate securely at scale:
By Persona
Protect production AI systems with runtime defense that detects threats, enforces policies, and reduces exposure to data leakage, misuse, and adversarial attacks.
Secure AI agents and models with adaptive controls designed to enforce policies and maintain safe behavior across dynamic environments.
Detect and block prompt injection, data leakage, and unsafe AI behavior with runtime protections designed for production AI applications and cloud-native environments.
Differentiation