The process in which a relatively unspecialized cell acquires specialized features of a glomerular visceral epithelial cell. A glomerular visceral epithelial cell is a specialized epithelial cell that contains feet that interdigitate with the feet of other glomerular epithelial cells. (Gene Ontology, GO_0072112)
