Artificial intelligence has quickly moved from experimentation to execution across financial institutions. What began as grassroots exploration of generative AI and small team pilots is evolving into a much bigger strategic question: What must a firm assemble, govern, and integrate to produce innovative and reliable business value with AI at scale?