When to automate — and when not to

Automation is powerful when the work is repetitive, measurable, and stable. It becomes expensive when the process is still changing every week.

Automate after the process is clear

If people disagree on the steps, software will only encode confusion. Clarify the workflow first.

Protect judgment calls

Anything that needs empathy, negotiation, or rare exceptions should stay human — with software helping gather the facts.

Measure the return

Count hours saved, errors avoided, and stress reduced. If the build cost outweighs the benefit, wait.