What Mohamed demonstrated

Built a supply-chain rescue concept for a fictional SAP manufacturer that correctly isolated the single-sourced component as the real bottleneck, not the noisy port delay. Designed a Joule-style copilot that reads live supplier-health and inventory signals, drafts the next action for human approval, and uses clear guardrails to keep high-stakes decisions escalated. Also produced a conservative ROI case and a board-ready pilot ask tied to faster detection and mitigation.

• Leakage-Free Problem Diagnosis
• Human-in-the-Loop AI Guardrail Design
• Defensible ROI Sizing
• Executive Narrative Framing