AI That Works: From Pilots to P&L

Key takeaways

1. 01

   A proof of concept is not a business case until operating and delivery costs are understood.

2. 02

   Data governance is a core production constraint, not a late-stage implementation detail.

3. 03

   Value comes from growth or margin created with released capacity, not efficiency alone.