Summary
Used AI-generated personas built from real research data to simulate large-scale qualitative and quantitative feedback. Enabled rapid concept, prototype, and customer journey testing without relying solely on traditional focus groups. Combined iterative simulations with control group validation to maintain reliability. Accelerated product development cycles while expanding research scale and insight depth.