At eBay I was a Technical Program Manager operating at director-plus scope, reporting to a VP of Engineering. My peers were directors and engineering managers across Core Product and Core Technology. My day job was getting them to agree on trade-offs and then holding the plan together while it shipped.
Someone has to own the AI program. I worked that layer at eBay, and I ship the systems myself. Setting direction is one job and shipping against it is another. Strategy firms tend to do the first and subcontract the second. That handoff is exactly where the work goes unmapped and stalls.
I map AI work the way I mapped engineering programs. Owners, handoffs, risk, and what breaks downstream when one piece moves. It is the layer AI consultants usually skip, because they have not run a program.
I use named frameworks and I cite where they came from. McKinsey's Three-Horizon model for portfolio allocation. Ethan Mollick's Leadership, Lab, and Crowd for adoption. Your CFO can check the source and your board can audit the logic.