Since 1950, force layouts have dominated the graph visualization scenario, as of easy implementation. However, placing aesthetic constraints may not be obvious to obtain an effective visualization. In this talk the goal is discussing an AI-based methodology alternative to Force Layouts, allowing the flexible application of various aesthetic constraints for an effective visualization for the end user. Furthermore, a parallel version on CPU will be proposed to allow visualization in large contexts