Most molecular sequences deposited in databases correspond to genomes, genes, and gene products of unknown function. In the absence of a body of experimental work, prediction of biological function is often performed based mainly on sequence or structural similarity. This approach can generate errors of a proportion not yet fully estimated. What are the contributions of phylogenomics for annotating genomes? How can homology-based approaches help to improve experimental design?