Operational friction / Growing operators
Manual admin.
Make the handoff visible.
Staff copy data, chase updates, send reminders, summarize calls, and build reports by hand.
Repeated admin work should become a workflow, dashboard, or AI-assisted handoff.
Automation should reduce a well-understood burden. Automating an unclear process usually makes the confusion faster.
02 / Investigation sequence
See it clearly.
Change it carefully.
The sequence is intentionally small: understand the existing path, stabilize the handoff, and verify behavior before adding complexity.
Shadow
Record the repeated copying, chasing, summarizing, and reporting work along with the exceptions that require judgment.
Reduce
Remove unnecessary steps first, then connect stable inputs and outputs while keeping review points for ambiguous cases.
Test
Compare cycle time, correction work, exceptions, and staff confidence before automating more of the process.
Manual admin / Next step