For high-tech electronic products that compromise micro components, manual visual inspections are no longer acceptable for defect detection. Consider a post-sawing LED wafer with up to 100 grain-sized dies, relying on human inspectors to detect defects would be time-consuming and inadequate. When fatigued, human inspectors are vulnerable to errors, misjudgments and unsteady hands, which make the manual removal of defective LED dies a potentially risky process. Consequently, automatic optical inspection (AOI) systems with robotic applications have been widely adopted for wafer inspection in an effort to increase assembly reliability, reduce personnel costs, improve quality and enhance competitiveness. Advantech's industrial GPU server solution comprises an ASMB-813 server board with HPC-7400 industrial server chassis embedded with three GPU cards. Designed for high-performance computing technologies, this GPU-based solution offers competitive hardware and software at a more economical cost.