Within the framework of AIMS 5.0 the FORTH team envisions to develop machine learning based methodologies and clean-room operation protocols that will enable the optimized use of the nanofabrication facilities. These optimization tasks are considering both personnel effort and facilities and resources utilized, towards an overall greener nanotechnology approach.