This paper presents one target of the Evo-business project (2003-2005, conducted at University of Luxembourg) which aims at applying evolutionary algorithms (and more precisely loosely coupled genetic algorithms) to the distributed optimization of functions representing corporate goals within Virtual Organizations. The distribution of the algorithm will be achieved using a standard multi-agent framework.