Field note 03 / PRODUCT ENGINEERING

What should a growing company automate first?

Start with repetitive work that has clear rules, meaningful volume, and a measurable cost when it goes wrong.

01
Field note 03 / 01Do not automate the messiest process first.

Do not automate the messiest process first.

The process causing the most frustration is not always the best first automation target. If its rules are unstable, ownership is unclear, or every case is an exception, software can make the confusion faster rather than removing it.

02
Field note 03 / 02Score the workflow before choosing the technology.

Score the workflow before choosing the technology.

A useful automation candidate usually scores well across five dimensions.

03
Field note 03 / 03Automate the decision boundary deliberately.

Automate the decision boundary deliberately.

Not every step should become autonomous. A good system defines which work is deterministic, which work benefits from AI assistance, and which decisions need explicit human approval.

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Trustworthy AI starts with visible product behavior.

Confidence, evidence, recovery paths, and clear boundaries matter more than making an AI interface sound certain.

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