How should enterprise leaders structure their budgets between experimentation and production AI?

Many enterprises waste enormous budgets on cosmetic proofs of concept that never escape sandboxes. Leaders must demand that every AI initiative tie directly to measurable unit economics, customer satisfaction gains, or demonstrable margin expansion. Experimentation is vital, but pilot projects must have clearly defined production gates, strict security compliance, and measurable operational returns from day one.