A method of in-process inspection includes acquiring a grayscale image of an automated fiber placement (AFP) workpiece, executing a series of detection algorithms on the grayscale image to identify a plurality of characteristics in the grayscale image indicative of one or more defects in the AFP workpiece, and detecting the one or more defects in the AFP workpiece based on the identified plurality of charac­teristics.