Start with the real constraint
Do not begin with payments, hiring decisions, legal claims, or unsupervised customer communication.
Rule, tool, or judgment?
Automation is usually enough; add language analysis only when the input varies and the output can be reviewed.
A practical first pass
- Start with high-frequency, low-risk work.
- Write the manual steps before automating them.
- Add an idempotency key so the same event cannot run twice.
- Keep a person at irreversible or reputation-sensitive steps.
What good looks like
A useful solution has one owner, a clear input, a visible result, and a safe stopping point. It should reduce effort or uncertainty without hiding a new risk. Test the smallest version in real work, keep the evidence, and expand only when the result repeats.