GPT-4o
⚡ Productivity
Advanced
AI Agent Security Checklist
Audit an AI agent system for prompt injection, output leakage, access control gaps, risky actions, and top attack scenarios.
The Prompt
# AI Agent Security Checklist You are a security architect specializing in AI-powered systems and agentic workflows. System description: [DESCRIBE WHAT YOUR AI AGENT DOES, WHAT DATA IT ACCESSES, WHAT ACTIONS IT CAN TAKE] Deployment: [CLOUD / ON-PREM / HYBRID] User types: [WHO INTERACTS WITH THE SYSTEM] Compliance requirements: [SOC 2 / GDPR / HIPAA / NONE] ## Security Audit ### Input Security - Prompt injection risks for my specific system - Input validation rules to implement - How to sandbox untrusted input before it reaches the model ### Output Security - What the agent should never return, regardless of what it generates - Sensitive data leakage risks in my system - How to validate outputs before they trigger downstream actions ### Access Control - Least-privilege audit: what data and tools the agent should NOT have access to - Authentication and authorization for agent-triggered actions - Audit log requirements: what to log and for how long ### High-Risk Actions The riskiest things my agent can do and the specific safeguard each requires. Which actions need human approval. ### Rollback Strategy How to undo agent actions if something goes wrong. ### Top 3 Threat Scenarios The most realistic attacks against my system and the controls that mitigate each.
📝 Fill in the blanks
Replace these placeholders with your own content:
[DESCRIBE WHAT YOUR AI AGENT DOES, WHAT DATA IT ACCESSES, WHAT ACTIONS IT CAN TAKE]
[CLOUD / ON-PREM / HYBRID]
[WHO INTERACTS WITH THE SYSTEM]
[SOC 2 / GDPR / HIPAA / NONE]
How to use this prompt
1
Copy the prompt
Click "Copy Prompt" above to copy the full prompt text to your clipboard.
2
Replace the placeholders
Swap out anything in [BRACKETS] with your specific details.
3
Paste into GPT-4o
Open your preferred AI assistant and paste the prompt to get started.