Spring & Rivet Assembly Verification
An automotive OEM was assembling a part with multiple springs and rivets. Springs had to alternate between thin vs thick springs that were difficult to identify even through manual inspection.

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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 spring & rivet assembly verification in the automotive 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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