Applying AI to outdated or inefficient workflows only makes bad processes run faster. Instead, leaders should use AI as an opportunity to rethink how work gets done, eliminate unnecessary steps, and redesign processes around better outcomes before introducing automation.

When AI initiatives are framed as experiments, they often remain experiments. To create lasting value, leaders should start with a real business problem, define measurable outcomes, and design initiatives from the beginning with production and scale in mind, turning AI experimentation into sustainable business capability.