Most organizations approach AI through the familiar lens of digital transformation: identify use cases, build a roadmap, launch pilots, and hope value will follow. But AI does not behave like traditional software. Narrow use cases and rigid roadmaps may create activity, but they often fail to unlock the true transformative potential of artificial intelligence.