Autism spectrum disorders (ASDs) comprise a heterogeneous set of neurodevelopmental and neuropsychiatric conditions that affect both social and nonsocial behavior. The laboratory mouse is currently the best mammalian system available for studying ‘genocopies’ of allelic variants found in humans. The use of such mouse genocopies in ASD research has come under criticism because of concerns that the behavioral assays used to phenotype these models are too crude and far removed from human behavior to be informative. These considerations have fueled a push for the use of non-human primate (NHP) models, such as the marmoset, in autism research. But such NHP models are expensive, laborious to generate, and present ethical problems. A complementary approach, therefore, is to develop more sensitive, objective and quantitative automated approaches to measuring ASD-related behavioral phenotypes in mice.