Citizens’ assemblies are increasingly relevant for involving the broader civic population in political issues. A key question for those assemblies is that of optimal design of the multiple-round discussion process, which recently has been aided by algorithms aimed at maximizing ‘engagement’. This project takes a new perspective on this design problem, borrowing tools from the theory of optimal experimental design. Based on this viewpoint, we develop and test a new class of algorithms for the optimal design of deliberation processes.