IntellAgent is designed to comprehensively diagnose and optimize agent performance by generating thousands of synthetic edge-case scenarios. The framework decomposes user prompts into policy graphs and simulates diverse user interactions to stress-test agents under varying complexity levels. It provides detailed performance analysis to identify failure points, prioritize improvements, and compare outcomes across experiments for reliable real-world deployment.