Validation & Benchmarks

Three benchmark studies, three validated capabilities. Mirror Panel replicates brand trust tracking, retail media and in-store sentiment, and purchase consideration against real human survey data. The standing panel is weighted to US Census on age, gender, region, education and income; every output is auditable down to the individual persona response, and personas keep their identity across sessions for longitudinal tracking.