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AgentSuite-Red FAQ

What is AgentSuite-Red?​

AgentSuite-Red is the first enterprise-scale testing ground designed to continuously evaluate and stress-test AI agents and multi-agent systems before, during, and after deployment.

Why do enterprises need an agent simulation layer?​

Agents operate in dynamic, stateful environments where small prompt manipulations or unintentional misconfigurations can escalate into tool misuse, data exfiltration, or unauthorized transactions. Without a controlled testing layer, vulnerabilities and zero-days can only be discovered after deployment, when the operational and reputational stakes are significantly higher.

How realistic are the testing environments?​

Within AgentSuite-Red, the Agent ForgingGround generates enterprise environments from the ground up, mirroring real-world systems in both user interfaces and agent interfaces. This enables realistic and transferable evaluation of agent behaviors and risks without exposing live infrastructure to data leakage, financial risk, or operational disruption. In short: because we own the environment, your team can manipulate it in ways a live system would never allow.

How do you simulate enterprise tools like Gmail, Slack, or Salesforce so developers can test agents without touching live systems or data?​

Our team studied the key aspects of 50+ platforms, specifically their API structures, authentication flows, and potential attack surfaces. For each application, we built our own system, mimicking the original system faithfully, and wrapped it as an MCP with the exact same set of tools.

How does AgentSuite-Red perform adversarial testing of agents?​

AgentSuite-Red deploys Built-In Red-Teaming Agents that perform risk assessments and simulate multiple major AI attacks for agents and multi-agent systems. These attacks are powered by 1,000+ proprietary red-teaming algorithms that optimize attack strategies and injection points such as prompt injection, tool injection, environment manipulation, skill injection, and combinations therein.

What types of attacks can AgentSuite-Red test?​

AgentSuite-Red's Built-In Red-Teaming Agents simulate realistic attack vectors such as injected emails, malicious Slack messages, injected agent skills, and manipulated documents designed to influence agent decisions.

Can testing scenarios be reproduced for benchmarking or debugging?​

Within AgentSuite-Red, testing environments can be configured to reproduce specific evaluation scenarios, with outcomes deterministically verified through environment states. This allows teams to consistently recreate agent behavior, understand what went wrong, and validate improvements before, during, and after deployment.

Can AgentSuite-Red identify unknown vulnerabilities or zero days in agent behavior?​

By replicating real-world operational complexity in a controlled environment, AgentSuite-Red allows enterprises to proactively identify vulnerabilities such as prompt injection, tool injection, skill injection, environment manipulation, and even zero days before, during, and after agents are deployed in production.

How does AgentSuite-Red support governance and compliance requirements?​

AgentSuite-Red enables organizations to follow key security frameworks such as EU AI ACT, GDPR, OWAPS, MITRE and others by introducing a critical validation layer into the agent lifecycle and enabling continuous evaluation of agent resilience.

What enterprise environments does AgentSuite-Red support?​

AgentSuite-Red's Agent ForgingGround replicates real-world operational complexity in 50+ enterprise environments, making it the first and only high-fidelity agent simulator to evaluate and stress-test agents in their own controlled, flexible, digital worlds.

Simulated environments include:

  • Salesforce
  • Gmail
  • Google Suite (Calendar, Docs, etc.)
  • Zoom
  • Slack
  • PayPal
  • Databricks
  • Snowflake
  • Telegram
  • WhatsApp
  • Travel Booking System
  • ServiceNow
  • HR System
  • Recommendation System
  • arXiv
  • Terminal
  • Windows
  • macOS
  • Operating System Filesystem
  • Hospital Database (MedQA-based: complaints, symptoms, diagnoses)
  • Financial Database (financial news, trading information)
  • eBay
  • and more

What agent frameworks does AgentSuite-Red support?​

AgentSuite-Red supports existing agent frameworks, enabling continuous security testing within your existing development and deployment workflows or integration with your existing CI/CD pipeline. No retooling required.

AgentSuite-Red is compatible with the agentic frameworks enterprises are already using, including:

  • Google ADK
  • Claude Agent SDK
  • OpenAI Agents SDK
  • OpenAI Codex
  • OpenClaw
  • NanoClaw
  • CrewAI
  • AWS AgentCore
  • LangChain + LangGraph
  • Microsoft Copilot
  • Microsoft Agent Studio
  • GitHub Copilot
  • LangSmith
  • PocketFlow
  • Claude Code
  • Cursor
  • Claude Cowork
  • Google Vertex AI
  • Salesforce Agentforce
  • ServiceNow Agent Studio