What Sam demonstrated

Built a credible supply-chain rescue plan for a fictional SAP manufacturer by identifying the true bottleneck, quantifying the production risk at €120,000 per idle day, and designing a Joule-style copilot that surfaces the single best next action from live operational signals. The plan includes explicit human-in-the-loop guardrails, a defensible €235,000 payback estimate, and a board-ready pilot ask with a clear success metric.

• Leakage-Free Problem Diagnosis
• Human-in-the-Loop Copilot Design
• Defensible ROI Framing
• Executive-Level Business Communication