Risk Mitigation

Technical Risks

• API Rate Limits: Implement robust rate limiting and multiple provider fallbacks
• AI Cost Overruns: Monitor token usage, implement caching, optimize prompts
• Data Quality Issues: Multiple validation layers, human review for critical content
• Scalability Challenges: Load testing early, design for horizontal scaling

Business Risks

• User Adoption: Beta testing program, iterative improvements based on feedback
• Regulatory Compliance: Legal review, compliance checks built into QA agent