A method, a computer program product, and a computer system intelligently install a component to a client system. The method includes performing an association analysis to generate a component association model based on historical installation information for historically installed components on one or more further client systems. The component association model includes a build success rate model indicative of at least one of the one or more further client systems having a close relationship to the client system based on a metric pair analysis of corresponding parameters in the historical installation information and installation information of the client system. The method includes determining an installation path to install the component to the client system based on the component association model. The method includes transmitting assistance information to the client system based on the installation path.