A useful AI tool is a starting point. The real work is deciding where it belongs, what information it needs, who checks the output and how the team will use it.
I approach this through small experiments with real tasks. Keep what helps, change what does not, and make room to adapt as the tools and the business change.
Start with the work.
- 01
Understand the situation
We look at the task, the people involved, the current tools and what a better outcome would mean.
- 02
Choose and test
We compare possible approaches and try a focused version on real examples before expanding it.
- 03
Make it part of the routine
We define the checks, responsibilities and next improvements needed for the team to use it.