While synthetic data offers speed and cost advantages, adoption hinges on whether LLMs can accurately simulate human behavior. To test the accuracy of LLM-generated survey responses, Verasight ran a series of national studies and generated corresponding sets of synthetic personas. While LLMs demonstrated some competency in replicating high-level awareness of dominant brands, they failed at capturing the nuanced consumption patterns, regional preferences and demographic variations that drive real purchasing decisions.