Good automation removes friction without creating an opaque mechanism. Its scope, errors and ownership should remain visible.
Choose a stable process
Observe a process before automating it. Document inputs, decisions and exceptions. If rules change daily, first clarify them with the people involved.
Keep a control point
Not every decision needs automation. Keep human approval for sensitive operations and a manual recovery path. Make processing status visible to people who depend on it.
Measure the result
Compare errors, lead times and manual interventions before and after. Include maintenance cost. A small, documented automation can be preferable to a complex platform.
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