Automated Optical Inspection (AOI) machines have become indispensable in modern Surface Mount Technology (SMT) PCB assembly. With the increasing complexity of electronic devices, ensuring the quality, accuracy, and efficiency of PCB assembly processes is critical. This article explores the role of A