Abstract While atom probe tomography (APT) offers 3D spatially-resolved compositional characterization at the nanometer scale, individual inspection of large datasets is time demanding and interpretation thereof highly operator-dependent. Recently, decomposition behavior (V,Al)N thin films was investigated by APT. The conventional analysis, employing standard tools from commercial software, lab...