This special session aims to discuss and present the technical and societal challenges (e.g. labour to produce labeled datasets, heterogeneity of data, bias in training sets) digital heritage professionals and researchers are facing when trying to capitalise on the transformative power of artificial intelligence in the context of digital archive, image, and audio/visual collections.