To benchmark the ability of AutoBADDIE to predict physically-correct force field parameterizations, we use the AutoBADDIE workflow to predict class 1 IP parameters from quantumchemical DFT simulations for both liquid and solid polymer electrolyte systems and compare the resulting MD simulations to available IPs and simulation literature. Molecular dynamics simulation details are described in the Supporting Information Section 3.