What Fawwaz demonstrated

Built a credible supply-chain rescue plan for a fictional SAP manufacturer: isolated the true single-source bottleneck, quantified the idle-line cost, and designed a Joule-style copilot that reads live supplier and inventory signals to surface the single best next action. The plan includes a disciplined decide-vs-escalate guardrail, a conservative euros-saved estimate, and a board-ready pilot ask with a measurable success target.

• Leakage-Free Problem Diagnosis
• Honest ROI Estimation
• Human-in-the-Loop Guardrail Design
• Executive Communication