Early AI wins like a well-placed pilot or a clever proof of concept are easy to celebrate, but they can also be a dangerous comfort zone. As AI adoption accelerates and tools become widely available, the differentiator won’t be the models you buy, but the muscle you build in deploying them at scale. Right now,