Sequence-specific nucleic acid binding proteins do not recognize one sequence out of all possibilities; rather, they bind to many sequences with a range of affinities. In this issue of Cell Chemical Biology, Lin et al. (2016), describe the entire landscape of affinities between different RNA molecules and an RNA-binding protein, thus providing a comprehensive description of the factors affecting specificity.