Find the roles and workflows where AI actually pays off.
Make sure the data underneath AI is clean and trustworthy.
Access, oversight, and policy so adoption stays safe.
Training and change so your people actually adopt it.
Ship into real workflows — production, not pilots.
Monitor, govern, and improve AI in use over time.