Four-Step Implementation Process

1. Assess & Identify

   • Catalog tasks based on repetition, data-intensity, and judgment requirements
   • Identify the 95% (automatable) and 5% (human-centric) components

2. Design & Integrate

   • Create workflows with clear handoff points between AI and humans
   • Build verification mechanisms that maximize the value of human oversight

3. Train & Transition

   • Prepare teams for new collaborative workflows
   • Develop metrics that measure combined effectiveness

4. Optimize & Evolve

   • Continuously refine the balance between automation and human input
   • Expand the principle to new areas as capabilities mature