An intrusion into the operational network of a production site has the potential to cause significant disruption, impacting productivity, reliability, and quality. The presence of embedded neural networks (NNs), such as classifiers, in physical devices opens the door to new attack vectors, while the Artificial Intelligence Act requires the NN’s behavior to be explainable.