Shadow until error rates beat baseline. Part of AI Automation Playbook for Teams.
Last updated: 2026-08-02
Rule of thumb
Choose the safer path until KPIs prove otherwise.
Table
n| Lens | Ask |
|---|---|
| Job fit | Does this reduce cycle time on a real workflow? |
| Risk | What irreversible action could fire? |
| Cost | Seats, tokens, and exception labor. |
Pick when
Shadow until error rates beat baseline.
FAQ
Can both win?
Only if jobs differ cleanly.