Commercial Pulse: Enterprise Sales Data Reconciliation
- Business Problem
- Fragmented distributor reports and inconsistent product naming created commercial friction and delayed monthly executive decisions.
- The Insight
- The core barrier was not lack of analytics tools, but the absence of an automated master dictionary bridging distributor files with internal sales targets.
- Brand Here Role
- Diagnosed friction, designed the business logic, built automated mapping rules, and established a validated decision rhythm.
- Validated Outcome
- 115,758 transactions mapped with 100% coverage and ₫0 financial discrepancy across validated datasets.