What A.H.A demonstrated

Built a practical supply-chain rescue concept for a fictional SAP manufacturer: identified the true single-source bottleneck, framed the business impact in euros and idle days, and designed a Joule-style copilot that recommends the next best action while keeping high-stakes decisions with humans. The work includes a defensible ROI estimate, a clear decide-vs-escalate guardrail, and a concise board pitch with a bounded pilot ask and success metric.

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