Problem
Production judgment depended on scattered data and expert memory; the GenAI entry point was undefined.
Portfolio
Manufacturing Copilot｜Linfeng Hua Portfolio
Two questions, one human-AI division of labor: enterprise AI workflow design for smart manufacturing.
Action
Narrowed the brief to scheduling and tuning pilots, then designed an explainable, reviewable Copilot workflow.
Evidence
Field research covered operators, engineers, managers and maintenance; every recommendation exposes context, sources and confirmation.
Result
The PoC passed client validation and moved into MVP. Value estimates were used only to prioritize opportunities.