Overview of the equivalence framework. Stages are separated by objectives, whether informally (fine line) or by regulator approval (dashed line). An adaptive feedback process connects each of the five stages to enable sharing of knowledge and evolution of the demonstration process. DOI: https://doi.org/10.1525/elementa.369.f2