We extend the Bayesian hierarchical modeling framework from efficacy assessment studies in basket trial design to characterize the treatment’s safety profile. We propose Bayesian multi-level count models adopting different likelihood options with additional focus placed on the choice of prior for the basket-level standard deviation.