Measure time saved by automation before expanding the scope
Calculate the real minutes spent on a manual routine to confirm whether an integration is worth building and maintaining.
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Estimate the real frequency Before automating a task, write down how often it actually happens. A process repeated twenty times a day has a different return than an occasional monthly report. Count the interruptions, too: shifting between applications takes attention as well as time.
Consider the maintenance effort Every integration requires some attention. Passwords expire, data formats change, and external APIs update their rules. A useful automation saves noticeably more effort than it takes to keep running.
Start with high-volume, low-judgment steps Choose tasks with clear rules and low risk of error: copying form submissions into a spreadsheet, sending confirmation messages, or creating folders from approved templates. Save complex, multi-branch decisions for later phases.
Review the outcome with the team Ask the people who do the work whether the automation actually reduced their routine or just moved the work elsewhere. If an automation needs frequent manual corrections, simplify it before adding more steps.