Abstract Metrological atomic force microscopes (Met. AFMs) with built-in interferometers are one of the main workhorses for versatile dimensional nanometrology. The interferometric nonlinearity error, particularly high-order (i.e., 3rd- and 4th-order) errors, is a dominant error source further improving their metrology performance, which cannot be corrected using conventional Heydemann correcti...