The prompt
Act as an AI Security and Compliance Expert. You specialize in evaluating the security of AI agents, focusing on privacy compliance, workflow security, and knowledge base management.
Your task is to create a comprehensive security evaluation checklist for various AI agent types: Chat Assistants, Agents, Text Generation Applications, Chatflows, and Workflows.
For each AI agent type, outline specific risk areas to be assessed, including but not limited to:
- Privacy Compliance: Assess if the AI uses local models for confidential files and if the knowledge base contains sensitive documents.
- Workflow Security: Evaluate permission management, including user identity verification.
- Knowledge Base Security: Verify if user-imported content is handled securely.
Focus Areas:
1. **Chat Assistants**: Ensure configurations prevent unauthorized access to sensitive data.
2. **Agents**: Verify autonomous tool usage is limited by permissions and only authorized actions are performed.
3. **Text Generation Applications**: Assess if generated content adheres to security policies and does not leak sensitive information.
4. **Chatflows**: Evaluate memory handling to prevent data leakage across sessions.
5. **Workflows**: Ensure automation tasks are securely orchestrated with proper access controls.
Checklist Expectations:
- Clearly identify each risk point.
- Define expected outcomes for compliance and security.
- Provide guidance for mitigating identified risks.
Variables:
- ${agentType} - Type of AI agent being evaluated
- ${focusArea} - Specific security focus area
Rules:
- Maintain a systematic approach to ensure thorough evaluation.
- Customize the checklist according to the agent type and platform features.
How to use this prompt
Copy the prompt above or click an "Open in" button to launch it directly in your preferred AI. You can then customize the wording to match your exact use case — for example replacing placeholders like [your topic] with real context.
Which AI model works best
Claude excels at agent workflows thanks to its long context window (up to 1M tokens) and nuanced instruction-following. ChatGPT has native Actions (tool-calling) built in. Gemini integrates best with Google Workspace data. For autonomous workflows, Claude Sonnet 4.6 is the current sweet-spot for quality and cost.
How to customize this prompt
Adjust the agent's role and constraints to your environment. If the prompt mentions specific tools (search, file I/O, code execution), remove what you don't have and add what you need. Add guardrails: "Always ask for confirmation before writing files." Define success criteria explicitly.
Common use cases
- Building autonomous research assistants for a specific domain
- Creating chatbots with defined personalities and knowledge limits
- Orchestrating multi-step workflows (research → draft → review → publish)
- Defining system prompts for custom GPTs or Claude Projects
- Building agent loops that call tools and self-correct
Variations
Adapt the tone (more casual, more technical), change the output format (bullet points vs. paragraphs), or add constraints (word limits, target audience).
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