Systems, methods, and storage media for accelerating blanket component material development in a fusion generator are disclosed. Exemplary implementations may: obtain sets of fusion generator operation information; train a machine-learning model with the obtained sets of fusion generator operation information such that the machine-learning model predicts blanket material interactions; store the trained machine-learning model; and output information related to the blanket material interactions.