AI adoption needs rails, not ceilings

Many organizations are trying to accelerate AI adoption through mandates, training, and broad tool access. But durable adoption does not come from more usage alone. It comes from bounded operating environments where teams can test AI against real workflows, protect judgment, contain risk exposure, and turn local breakthroughs into reusable capability.