Most organisations run a revenue system they inherited rather than designed — and have never paused to ask how, or where, value is actually created inside it. You cannot redesign what you have never understood.
How is this revenue actually being created? Is growth coming from a better system — or from pushing harder on the same gear? Where is the system capping growth, losing revenue, or rewarding the wrong behaviour? Those questions come before AI, not after it.
More pressure on the same revenue system does not create better revenue. It creates more motion around the same limits. Add AI to a system no one has examined, and you accelerate its existing behaviour — including everything it was already getting wrong.
The work starts when revenue is treated as a system outcome, not only a number to manage.