One of the main challenges of add-on design is the need for a larger sample size to achieve statistical significance. Additionally, interpreting the results can be complex as it involves understanding the interaction between the new and standard treatments. Ethical considerations also come into play, especially when dealing with patients who might be receiving a placebo or only the standard treatment.