When Can You Trust Your Synthetic Users? Diagnostics and Corrections for LLM Consumer Panels

Robson Tigre, Hugo Gobato Souto

Large language models are increasingly used to simulate consumers, yet agreement with aggregate survey outcomes can conceal errors in the subgroup estimates that guide decisions. W…