Use these as boardroom filters. If an initiative cannot pass them, it is not ready for budget.
Do not fund a tool before the operating change is clear.
If the workflow does not change, transformation did not happen.
No owner means no transformation.
No baseline means no ROI claim.
Automate only after the process is understood.
Dirty data turns dashboards into theater.
AI autonomy rises only when control rises.
Adoption is designed, trained, and measured.
Scale only what produced inspected before/after value.