I’ll describe our recent efforts to model protein evolution and amino-acid substitutions by (1) designing an easy to use pipeline to estimate amino-acid replacement matrices for specific protein groups, (2) using the knowledge of the protein structure, when available, (3) simplifying mixture models that have been proposed so far.