One of the most important target parameters during open die forging is the microstructure, respectively the grain size. This paper details different semi-empiric models that ultimately help to predict the microstructure of a forged block during the forging process. After a short introduction of the models, their results will be presented and compared with a FEM reference solution. The results of the models show a good match with the slower reference solution, which makes them basically on-line compatible.