Why data foundations matter
AI amplifies existing data issues.
Weak foundations create misleading results.
Common gaps leaders overlook
Data ownership.
Quality controls.
Security and access.
What readiness looks like
Defined data sources.
Governance.
Clear usage boundaries.
How leaders sequence the work
Stabilize before scaling.
Prove value incrementally.
Maintain oversight.