The energy landscapes of the alkali metal nitrides Li3N, Na3N, K3N, Rb3N, and Cs3N have been investigated, using global optimisation techniques and the energy lid method. For each compound, a large number of kinetically stable modifications capable of existence have been found. The compound Na3N has been analyzed in greater detail, and a number of promising (metastable) structures have been identified.