What Ibtissame demonstrated

Built a scenario-grounded supply-chain rescue plan for a German manufacturer: identified the true bottleneck as the single-sourced critical component with only ~2 weeks of cover, then designed a Joule-style copilot that reads live supplier-health and inventory signals and surfaces the single best next action for human approval. The work includes a clear decide-vs-escalate guardrail, a defensible €134k savings estimate, and a concise board pitch with a bounded 60-day pilot and measurable success target.

• Leakage-Free Problem Diagnosis
• Human-in-the-Loop Copilot Design
• Defensible ROI Framing
• Executive Communication with Bounded Ask