In this collaboration with The Barnes Group Advisors, EDEM has been used to get an insight into the functioning of the material delivery system used in an additive manufacturing printer. Two powders with different flowability were characterized and simulated to compare and analyze the differences in the dosing process. Some of the analysis conducted includes material agglomeration, mass flow rate and powder compression. EDEM can assist in obtaining an in-depth understanding of the additive manufacturing processes.