In a solvent exposed binding site, counting the number of water molecules in the binding pocket can help detect changes in water placement and occupancy on binding. We also found that it is crucial to include crystallographic water molecules, especially when coming from a high resolution structure with clear density showing ordered waters in the binding site. Here, this was important because the water molecules were buried in the binding site and the timescale for entering the buried space was very slow.