Provided are methods, systems, and computer program products for inspecting composite items. Specifically, a method involves analyzing an image of or, more generally, data characterizing condition of a top layer, which is disposed over a bottom layer. The method also involves performing a structural integrity check based on any anomalies detected in the top layer during this analysis as well as based on any anomalies previously detected in the bottom layer. As such, this structural integrity check accounts for characteristics of multiple layers, in some embodiments, all layers applied up to point of this inspection. In addition to the detected anomalies, the structural integrity check may account for previously performed repairs. The structural integrity check may be performed on individual portions of a composite item while, for example, other portions continue receiving a new composite layer, which may be referred to as an inline inspection.