Business Problem
Inaccurate and inconsistent spendclassification negatively impacted downstream financial reporting, limitingconfidence in budgeting, accounting, and management reporting.

Actions Taken
· Improved data quality at the point of spendclassification using AI-driven recommendations.
· Introduced feedback loops to correctmisclassifications early.
· Standardized spend outputs for downstreamfinance and reporting systems.
Outcomes Achieved
· Improved accuracy of procurement-drivenfinancial reports.
· Reduced reconciliation effort betweenprocurement and finance teams.
· Increased confidence in spend data used forstrategic decision-making.
