High-Density RAM Socket Pin Presence Inspection
An electronics manufacturer needed to verify the presence of pins within high-density RAM sockets on a large PCB. The inspection was extremely challenging because the defects (empty sockets) were visually almost identical to sockets where a pin was present but seated deeply or "barely visible".

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About this inspection application
This is one of 64 real-world defect inspection case studies in the Overview AI defect library. It covers high-density ram socket pin presence inspection in the connectors industry. Overview AI provides plug-and-play smart cameras for manufacturing quality inspection, with edge-based AI models for defect detection, anomaly detection, classification, segmentation, OCR, and measurement. Customers typically deploy inspection in hours and see significant improvements in yield, throughput, and consistency versus manual inspection.
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