Many companies invest heavily in AI but struggle to turn isolated productivity gains into meaningful business results. The issue is a “micro-productivity trap”: you optimize individual tasks without rethinking workflows or how value is created. To break out of this pattern, focus on four steps that shift AI from incremental improvement to real business transformation.
Narrow possibilities strategically. Resist the urge to apply AI everywhere. Instead, focus on a small number of high-impact domains. Look for areas with concentrated resources, repeatable work, and clear bottlenecks. Prioritize use cases that offer strong value with manageable effort, and align them to where your business can win.
Reimagine workflows across the organization. Start with how work actually gets done today. Map workflows across teams, identify where time and effort concentrate, and spot variation or inefficiencies. Then rebuild those processes with AI at the center. Focus on improving speed, reducing wasted effort, and driving better outcomes across the full workflow.
Engage those closest to today’s process. Involve frontline employees and domain experts early. They understand where friction exists and can help redesign workflows more effectively. Use pilots, prototypes, and feedback loops to refine solutions. Early participation builds trust and accelerates adoption.
Measure what matters. Define success using specific business outcomes. Track metrics tied to performance—such as speed, quality, and conversion—and compare AI-enabled results to previous approaches. Continuously evaluate outputs and refine systems to ensure consistent performance. |
|
|
| by Harrison Satcher, et al. |
|
|
by Harrison Satcher, et al. |
|
|
|
by Phil Le-Brun and Jana Werner |
| |
|
| Don’t forget you’re entitled to 20% off your first purchase* |
| |
|
| You’re already starting your day with a Management Tip. A subscription to HBR gives you access to the research, case studies, and frameworks behind each one, so you can lead smarter every day. |
| |
|
| Harvard Business Review Virtual Event |
Drive change and build trust in the AI age
Join us Wednesday, May 20. Featuring Arthur C. Brooks, Angela Duckworth, John Stankey, Carla Vernón, and more.
|
| |
|
|
