What Should Enterprises Own in Their AI Stack?

The next phase of AI transformation will be about what companies can learn from every decision it makes, as well as who owns that learning… Conversations surrounding AI have been focused on one main question: what can these models do? They were benchmarked, piloted, and marveled at, and it was the right question for the experimentation phase.

However, it’s not the right question for where we stand today. AI is now doing work, monitoring changes, preparing deliverables, and participating in key decisions in this next phase — the agentic enterprise — to move business forward rather than just answering questions. That shift is accelerating: IBM’s 2026 CEO Study found that CEOs expect the share of operational decisions made by AI to nearly double to 48% by 2030.

Once AI is doing the work rather than merely describing it, the strategic question changes from “What can this model do?” to “What does my company learn every time it makes a decision, and who owns that learning?” If enterprise value accrues one decision at a time, then a company’s most important asset…