RCTs should be used when you need to establish a cause-and-effect relationship between an intervention and an outcome. They are particularly useful in testing new drugs, treatments, or public health interventions. However, due to their limitations, they may not always be feasible or ethical, and other study designs like cohort or case-control studies might be more appropriate in such cases.