A new framework called ConvApparel quantifies the realism gap between AI user simulators and actual humans. Researchers tested how well synthetic users mimic human behavior in conversational commerce. The study identifies specific failure points in current LLM-driven personas. This allows developers to build more accurate test environments for training retail agents.