ConvApparel introduces a framework to quantify the gap between synthetic user simulators and real human behavior. Researchers tested these simulators against actual customer interactions in a clothing retail context. The study identifies specific failure points where AI agents deviate from human patterns. This allows developers to refine agentic personas for more accurate stress-testing.