A system of splicing ends of conveyor belts is provided that enables a splice installer to install splices in an easy and fast manner. In one aspect, the system includes a base having a recess extending therealong configured to fit fastener members of conveyor belt fasteners therein so that the fastener members do not shift as the belt fasteners are attached to the belt ends. In another aspect, removable rivet guide blocks are provided which significantly reduces the weight of an alignment bar having upper plate members of the belt fasteners secured thereto. In addition, the removable guide blocks allow the installer to secure the upper plate members to the alignment bar without having to deal with the heavy weight of multiple guide blocks fixed thereto. A method of splicing belt ends is also provided which includes indexing the removable guide block along the alignment bar during for riveting operations.