Embodiments of the present disclosure relate to a CMP tool and methods for planarization a substrate. Particularly, embodiments of the present disclosure relate to an in-situ defect data analyzer to identify CMP induced defects during polishing processing and cleaning processing performed in the CMP tool. In some embodiments, the CMP tool includes an AI (artificial intelligence)-assisted defect database. The defect database may be used to identify and classify CMP related defects, such as scratch, fall-on slurry residuals, during polishing or cleaning process. As a result, defect warning cycle time for a CMP process is improved significantly.