trojAI detect

Agent-Led Red Teaming That Uncovers AI Risks

Test AI agents and models to reveal unsafe behavior and security risks. Find security weaknesses before they can be exploited.

the problem

Unpredictable Agent Behavior Expands Enterprise Risk

Agents don’t follow a fixed script. Their non-deterministic nature means the same input can produce different outputs, including unsafe, non-compliant, or exploitable behavior. Agent-to-agent interactions coupled with downstream tool calls further multiply the attack surface, and manual testing cannot keep pace with dynamic, multi-agent AI environments.

Attack Success Rate by Dataset 10 Vulnerabilities
Prompt Injection
89%
PII Leakage
78%
Jailbreak
50%

the solution

Reduce Real-World Risk
with Agent-Led AI Red Teaming

Visibility into the security risks and flaws of AI systems requires thorough testing.

TrojAI Detect delivers continuous agent-led AI red teaming that identifies how AI agents can be manipulated, ensuring AI deployments are secure, robust, and trustworthy.

key features

AI Red Teaming Built for Modern Agentic Systems

Test AI systems adaptive AI agents designed to simulate real-world attacks.

Protect Against Adversarial Attacks
  • Prompt Injection — Direct and indirect attacks that attempt to manipulate agent or model behavior
  • Jailbreaking — Attempts to bypass model safeguards, policies, or controls to generate restricted, harmful, or unauthorized outputs
  • Data Leakage — Exposure of sensitive or confidential data through model inputs, outputs, or connected systems
Prioritize and Mitigate Risk

Prioritize risk based on severity, enabling you to mitigate potential threats, reduce organizational risk, and protect against financial and reputational damage.

Adaptive Learning

Maintain conversational state, memory, and context across multi-step interactions to simulate how real attackers adapt over time.

Adversarial Content

Leverage thousands of out-of-the-box attacks, manipulations, and adversarial testing scenarios. Manually configure tests or accelerate testing using TrojAI’s proprietary fine-tuned adversarial models and custom datasets.

Comprehensive Reporting with Actionable Insights

Map findings to OWASP, MITRE, and NIST frameworks, providing actionable reporting that supports governance, compliance, and risk-based remediation.

how it works

Agent-Led AI Red Teaming
Built for the Speed of AI

Keeping pace with AI innovation requires security testing that can adapt at the same speed. TrojAI Detect uses AI agents to automate and scale testing across evolving attack patterns and behaviors.

Single-Turn Attacks

TrojAI Detect's attack library includes thousands of security tests and manipulations to find defects in AI agents. Customizable and content-specific policies allow you to fine-tune testing and ensure the transparency and security of AI systems.

Multi-Turn Attacks

Uncover vulnerabilities that only emerge across multi-step conversations. By tracking context, state, memory, and continuity, TrojAI Detect realistically simulates attacks to uncover nuanced failures.

Agentic Attacks

Go beyond automated testing with autonomous AI agents that dynamically plan, adapt, and execute complex attack strategies. TrojAI Detect simulates chained exploits across tools, workflows, and conversations.

How Agent-Led AI Red Teaming Works
TrojAI Detect agent-led red teaming flow: an Orchestrator Agent selects a testing framework (OWASP, MITRE, NIST), hands off to SingleTurn and MultiTurn Agents that run and evaluate attacks, then analyzes all results until testing is complete and returns results to the user.
01

An Orchestrator Agent creates tests based on security frameworks, builds testing strategies, and hands off requirements to SingleTurn and MultiTurn Agents. When testing is complete, it analyzes all results.

02

A SingleTurn Agent runs and evaluates single-turn attacks then sends results to the Orchestrator Agent.

03

A MultiTurn Agent runs conversational attacks, evaluates those attacks, and sends results to the Orchestrator Agent.

product in action

Secure AI at Scale

TrojAI Detect allows enterprises to innovate securely at scale

Simulate real-world adversarial attacks

Expose unsafe, unpredictable, and policy-violating AI behavior

Map risks to major security frameworks like OWASP, MITRE, and NIST

who we serve

Purpose-Built for Modern AI Security Teams

CISOs

Continuous visibility into evolving AI risk

Keep pace with accelerating AI risk using automated red teaming that adapts to emerging attack techniques and changing AI behaviors.

AI Security Architects

Adaptive, framework-driven testing across complex AI systems

Design and validate resilient AI systems with dynamic red teaming that evolves alongside modern agentic architectures.

AppSec & CloudSec Teams

AI security testing for cloud-native AI applications

Embed automated AI red teaming into security and deployment pipelines to detect vulnerabilities across AI agents and applications.

Persona radar: CISO, CloudSec, AI Security, and AppSec teams orbiting TrojAI Detect.

TrojAI: Building the Future of AI Red Teaming

“As organizations scale their use of ChatGPT Enterprise across regulated industries, partners like TrojAI play an important role in helping customers apply their own security, safety, and governance controls. This allows teams to innovate with confidence while staying aligned with internal and external policies.”

OpenAI

25%

more accurate than leading native guardrails.

“A well-designed platform and it clearly is built to empower business users while providing the flexibility and insights needed to drive impactful AI use cases.”

Gartner Peer Insights

Enterprise scale, protecting

100+

applications and 60,000 users at a Fortune 100 financial services company.

10,000+

out-of-the-box prompts and hundreds of manipulations.

Scales to filter more than

1 MILLION

tokens per second

Red Team Your
AI Agents Today