This study evaluates the surface integrity of coated and uncoated carbide inserts using Atomic Force Microscopy (AFM) to assess their morphology and detect defects. Results indicate that AFM is effective in identifying flaws, providing insights through data types such as height and friction, while emphasizing the importance of scan size for accurate surface characterization. A systematic approach is proposed for utilizing AFM parameters to enhance the quality control of cutting inserts in machining applications.