To solve this, we developed an AI-driven model (HDPYP) that analyzes complaints in real time, identifying defect trends and predicting recall risks. Applied to the U.S. auto industry, this approach helps manufacturers proactively address issues, reduce losses, and improve safety. Regulators can better prioritize complaints, speed up investigations, and ensure recall notices reflect real consumer concerns—all with minimal manual effort.