professional - AI Systems
A decision-support tool suite for promotion planning used across APAC markets.
At L’Oréal, I worked on ML-backed planning tools and analytics interfaces that helped commercial teams make faster, more consistent planning decisions across multiple APAC markets. The public version focuses on scope, contribution, and outcomes rather than internal product details.
This page is a structured work-detail boilerplate. Expanded case-study sections will be added in a future pass.
Some implementation details are intentionally summarized due to project confidentiality.