Unified data does not create value unless it improves a cross-functional decision

A July 3 article argues that procurement, workforce and customer-experience data should be connected on one platform to give AI a more reliable enterprise context.

The operational question is how demand, supply, workforce capacity and customer commitments are reconciled. Data consolidation creates value only when shared definitions, timing and decision rights are explicit across those functions.

The principal failure mode is a unified platform containing inconsistent measures and no accountable owner for the trade-offs produced by the combined data.