ConvApparel introduces a framework to measure the realism gap in AI user simulators. Researchers compared simulated user behavior against real human interactions to identify specific failures in conversational flow. This benchmark helps developers refine LLM-based personas. The result allows for more accurate synthetic data generation during the early stages of agent training.