Financial institutions are moving fast on GenAI, but not always forward. While the promise is clear (faster investigations, smarter automation, better service), scaling GenAI responsibly remains elusive. Banks face unique constraints: legacy infrastructure, fragmented AI stacks, rising model complexity, and a regulatory environment where oversight is not optional.