How to design an AI workflow checkpoint

Human review before irreversible actions.

1. List external side effects (email, CRM, payment)

2. Insert “review queue” before each side effect

3. AI only drafts or classifies until approved

4. Log who approved and when

5. Start with 100% review; lower only with metrics

**Try the lesson:** `ai-for-automation` in Lane B