Testing Best Practices

Testing Strategies

• • Write unit tests for business logic
• • Mock LLM responses for deterministic tests
• • Test edge cases and error handling
• • Monitor quality metrics in production
• • Use semantic similarity for output validation
• • Implement A/B testing for prompts
• • Regular regression testing