Where automation actually pays off first

Every team has a process that everyone complains about. It is rarely the one worth automating first.

Count the hours, not the complaints

Track how many hours a week a task actually consumes across everyone who touches it. The winner is usually something quiet and repetitive — reconciling two spreadsheets, re-keying orders, chasing approvals.

Pick work with a clear right answer

Automation is reliable where the rules are stable. If a human has to make a judgement call every third time, you want assistance, not automation.

Ship one workflow end to end

A single finished workflow beats five half-built ones. Finish it, measure it, then move on.