When creating 3D models for real time applications a crucial step in their development is the optimization of the mesh, reducing the number of needed vertices to represent it and in some cases apply a specific topology to it. When dealing with specific kinds of models some special characteristics maybe needed to be applied to said mesh. This task normally involves experts who use multiple hours improving meshes to end with a good final product. Even if some automation tools exist, they are not the norm and normally still require user input to provide the best results. In recent years the use of geometric neural networks has become a topic of interest, and the use of this technology may prove useful automating some of the steps needed to provide good meshes automatically.