Toxicology is being transformed by new scientific approaches and modern ideas at establishing causation between chemicals and their adverse health effects. The aim of the international PrecisionTox project is to accelerate discoveries that are useful at protecting the health of populations and the environment by using a mix of genomics, metabolomics, evolutionary theory, quantitative genetics, data science, toxicology, and law.