AI based Defect Management solutions provides a paradigm shift from Defect Detection to Defect Prevention strategy for Quality Assurance. Advanced AI techniques have been used to develop Defect Classification tool to identify the originating cause and application. These inputs are further analyzed for defect patterns through advanced data analytics to provide Preventive Road map for enterprises.