King: Reducing Manual Withdrawal Work With Batch Review
Reframing an approval flow so already-checked withdrawals could be reviewed in batches instead of processed through repetitive confirmation clicks.
Problem
After the normal withdrawal checks were completed, each approved withdrawal still had to be processed through repeated manual confirmation clicks.
The task was low judgement, high repetition, and frustrating for the people doing it. Nothing was technically broken, but the workflow added hundreds of unnecessary interactions to a recurring operational process.
Approach
I changed the flow so approved withdrawals first landed in a batch list before being sent.
That preserved control while improving the day-to-day workflow:
- Approved items could still be reviewed before final submission
- Corrections were easier before dispatch
- The team no longer had to grind through the same confirmation pattern one item at a time
The improvement was intentionally operational. The goal was not to redesign the whole system, only to remove a repeated source of friction.
Outcomes
The result was a calmer and more efficient payout process:
- Hundreds of repetitive clicks removed from the daily workflow
- Less frustration for the operations team
- Better reviewability before release
- A clearer example of how small workflow changes can create real leverage
This is the kind of case that can look minor from the outside, but it matters because the cost was paid every day by the people closest to the process.