Identified a "Social Defection" trend affecting 310M+ users — 89% cross-referencing Reddit/YouTube due to review fraud. Designed an Authenticity Score framework (Review Velocity + Return-to-Sales ratios), a Prime Research Mode UI toggle projected to lift conversion 12%, and Amazon Circles — a social discovery layer with incentive-aligned creator commissions to reduce return rates 15–20%.