The clinical and metabolic heterogeneity of adult-onset autoimmune diabetes, which encompasses a spectrum of phenotypes, ranging from classic adult-onset type 1 diabetes mellitus to latent autoimmune diabetes in adults, represents a considerable challenge for the management of this disease. In this Review, the authors summarize the definition, pathophysiology and clinical features of adult-onset autoimmune diabetes and discuss their implications for treatment.