A portfolio starts with a register: one list of initiatives, tools and agents with named owners, and one cost register behind it. The AI Portfolio and Cost Register is a template for both.
It is run through a regular review that applies the same decision rules to every initiative. See The AI Portfolio Review Pack and Scale, hold, redesign, stop. AI sprawl is what an unmanaged portfolio looks like.