Teamwork 2.0: How humans and AI split the data work.

What you'll learn

• Clear division of labor in the human's favor: agents handle the routine, humans keep policy, exceptions and release decisions.
• Control by design: AI never writes directly into production systems, changes run through a controlled staging environment, the human decides.
• The data steward becomes an orchestrator: at Kuehne+Nagel, 93.5% of match decisions run automated, with full human control.