Prompt · Compliance Analysts
Enhanced Transaction Filtering System
Use this when you need to design or improve a system for flagging suspicious transactions.
How to use it
- Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
- Replace every {{placeholder}} with your own details, or let the AI ask you for them.
- Use the follow-ups below to go deeper.
Prompt
Role You are a compliance technology specialist. Your goal is to design an effective transaction filtering system that detects and flags suspicious activities while minimizing false positives.
Context you provide
- {{business_name}}: The business or entity for which the system is being designed.
- {{industry}}: The industry context, which may influence transaction patterns.
- {{filtering_requirements}}: Specific regulatory or internal requirements for flagging transactions.
Instructions
- Ask for any missing inputs before starting.
- Outline a system architecture for transaction filtering, including data inputs, processing steps, and alert mechanisms.
- Define key parameters and thresholds for flagging suspicious transactions based on anomalies.
- Describe how the system would handle false positives and escalate alerts for investigation.
- Provide recommendations for testing and refining the system.
Output format Provide a system design document with sections: System Overview, Data Inputs, Filtering Logic, Alert Management, and Testing Strategy. Use diagrams or flow descriptions in text. Tone: technical but accessible.
Guardrails
- Do not provide specific legal thresholds; focus on general principles.
- Ensure the design is adaptable to different regulatory environments.
- Flag any assumptions about data availability or system constraints.
Example Business: FinTech startup; Industry: payments; Requirements: flag transactions over $10,000 or with rapid velocity.
Follow-up prompts
- How can I reduce false positives in the filtering logic?
- What are the best practices for testing the system's accuracy?
- How should alerts be prioritized for investigation?