The experimental identification of viable bilayer interfaces and the experimental characterization of reactive (decomposing) bilayer interfaces in ASSBs remains a major challenge due to their buried nature. Computational materials science enables us to perform an extensive screening of potential material combinations forming a bilayer interface, thereby providing a birds-eye view of this complex interfacial (and device) optimization problem.