Experts suggest you begin with a Business Case. Writing a Business Case will give you clarity on why you need to set up a Center Of Excellence, the Mission, the Scope, High Level Timelines and Assumptions. If you don’t have a specialized skill identified already than you need to identify one that can be leveraged to deliver a seamless customer experience for example the skill of a actuary in an insurance company, a GIS expert in a location company etc.