Zeolites are a diverse class of crystalline microporous silicates, with a wide range of pore shapes, connectivities and framework topologies. These materials are of enormous industrial importance for their superior adsorption, ion exchange, and catalysis properties, and the benefits of tuning these properties to particular applications provide a strong incentive to tailor their synthesis . With the advent of the Assembly-Disassembly-Organizationa Department of Physical and Macromolecular Chemistry, Faculty of Science, Charles University in Prague, 12483, Czech Republic. E-mail: lukas.grajciar@natur.cuni.cz † Electronic Supplementary Information (ESI) available: information on generalization tests, details on zeolite models adopted, convergence tests for basin hopping Monte Carlo, Ge-Ge partial radial distribution functions, correlations between stability and Ge-O-Ge bond count, additional low-energy structures, and more detailed characterizations of the germanium distributions are provided. See DOI: XXX. Additional data (neural network potentials, training database, neural network potential testing data, analysis and post-processing scripts, zeolite structures from basin hopping Monte Carlo, etc.) are provided in the Zenodo repository at 10.5281/zenodo.11551686. ‡ Deceased.