Ben Hamilton, Ph.D.

About

WHAT I DO: The adult engineer in the AI room. I help operations and technology leaders make AI decisions they can defend. Risk management is the foundation of ROI and resilience. That means cutting 12 to 60 months of spend that looks busy and has no value, flips sinking cost into profit, and creates off-ramps where others get stuck. WHAT MAKES ME DIFFERENT: I translate an executive's risk tolerance into an architecture decision, and a data scientist's obscure failure analysis into decisions the CFO can act on. A pure engineer can't hold the executive frame. A pure advisor can't reach the real root causes. That's the gap I fill. Anyone can deploy a model. Not everyone can defend it. The best and worst from eight other industries is how I make AI work land. THE MATH: Only 1% of AI failures are due to AI. Another 19% trace to the supporting technology. The other 80% isn't the tech's fault. It's the organization, the leaders, the decisions. Nobody tells you that. Nobody owns it, either. I've been talking people out of AI since 2018. Anti-garbage, not anti-tech. WHO I WORK WITH: Specialty and Industrial Chemicals Natural Gas Utilities and Distribution Oil and Gas Pharma and Biotech Manu

Experience

Education