01
Start with one operating decision
Do not begin with a broad transformation label. Choose one frequent decision or workflow with a reliable baseline, accessible data, an accountable owner, and an outcome that can be measured within 90 days.
02
Use a controlled first-release architecture
Keep the initial system narrow. Connect only approved data, expose uncertainty, preserve human review for material actions, and log every recommendation and override.
- One named workflow owner
- A baseline for time, cost, quality, or conversion
- Minimum-necessary data access
- Human review and exception routing
- Weekly adoption and quality measurement
03
Scale after evidence
Expand only after the first workflow demonstrates adoption, acceptable error rates, operational reliability, and an economic case. Reuse its identity, access, evaluation, and monitoring patterns for the next use case.