Using computational modeling, we assessed 3 candidate lattice designs and used this output to guide their print and plate construction. We then mapped their 3D fluorescence and state of charge in an active electrochemical cell. This integrated fabrication and modeling approach would be difficult to achieve using conventional electrodes, such as carbon paper or felt, due to their random, irreproducible configurations.