While the interest of chemists for nanotechnologies has never stopped growing, the modeling of their chemical and physical properties remains a computational challenge. It is particularly the case for devices relying on noble metal nanostructures. Their size, complexity and heterogeneous organic/inorganic composition are as many discriminating factors that complicate the choice of a suitable computational approach to model the targeted properties.