Nowadays, the focusing on more efficient and cost saving maintenance techniques is the goal of both research and work areas. It is clear that the advantages coming from a preservation of the continuity of the industrial line can make an economic difference with the main competitors. The main technologies available in literature and on the field that cope with this topic make relevant use of machine learning algorithms, requiring thus high computational resources. On the contrary, the MorePRO project aims to introduce itself in this slice of the market, proposing an innovative edge computing device, able to carry out an on-line prediction of the State of Health of CNC machines.