Previous work implies that amorphous models require thousands of atoms in the unit cell or semi-infinite simulation times to fully capture local properties. We show that by averaging across AIMD simulations and incorporating experimental insight into the sampling approach, we produce a model of a-Al2O3 which exhibits the same local structural properties as captured by experimental NMR and the same electronic properties as captured by XAS.