Automotive & Metals

AI inspection for metal stamping, forging, steel surfaces and automotive assembly.

Illustration of a stamped steel sheet with holes highlighted in blue and one deformed hole marked with a red box

Automotive & MetalsSep 18, 2026

Metal Surface Defect Detection with AI: A Guide for Stamping and Steel

Metal surface defect detection AI in stamping and steel: the defect taxonomy, why oil and glare beat rule-based vision, and results from a 7-line rollout.

Illustration of assembly stations with a camera above each one and a row of step markers, with one step marked in red

Automotive & MetalsSep 4, 2026

Automated Visual Inspection on the Assembly Line: Error-Proofing with AI

How automated visual inspection on the assembly line uses AI to catch skipped steps, missing parts, wrong variants and bad holes, with a record for every unit.

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