Beyond the Average Answer: PersonaHive Validation Report

PersonaHive was tested blind against the U.S. Consumer Financial Protection Bureau's 2024 National Age-Friendly Banking Survey (2,572 weighted respondents, 12 questions). Its population forecast was 68% closer to the human results than a generic AI answer and 49% closer than a single-answer persona baseline. It identified the true top two answers on 8 of 12 questions and reproduced 86% of the real diversity of opinion. The report documents the method, the benchmark, and the full results table.