• The property data stored in AQM-gas and AQM-sol can potentially be used to develop more robust QM descriptors for large molecules, enabling fast and accurate calculations of their physicochemical or biological properties. Moreover, such quantum property-based molecular descriptors are complementary to the widely used geometric descriptors and both can be used in synergy for estimating molecular observables measured in experiment.