Useful outcomes first
Start with the result you need, then choose the smallest system that can make it happen.
A faster handoff, fewer repeated updates or clearer customer context is more useful than adding AI to every step. We map the current workflow and agree which result the first version should improve.
- Choose a clear first outcome
- Connect the workflow to its existing tools
- Review the result with the people doing the work
If document updates consume the operations team’s week, begin with extraction, routing and the exception inbox before expanding the system.

