In this article we present an emulation strategy for one-loop matrix elements. This is based on the factorisation properties of elements and extension work presented in arXiv:2107.06625. We show that a percent-level accuracy can be achieved even large multiplicity processes. The point obtained such it dwarfs statistical training sample which allows us to use our model augment size set by orders...