American Oil & Gas Reporter January Featured Article

In his January 2026 featured article in American Oil & Gas Reporter, ROAM-AI’s CEO and co-founder Brandon Brown examines why the next era of ESP performance will be defined not by faster deployments or more data, but by AI systems that understand and respect operational physics. In “Mastering Physics-Aware AI Positions Operators to Achieve Next Era of ESP Performance,” Brown argues that many optimization initiatives fail because they treat ESPs as a pattern recognition problem rather than a dynamic system governed by fluid behavior, mechanical limits, and constantly changing downhole conditions. The piece outlines how physics-aware AI shifts ESP management from periodic, reactive intervention to continuous, disciplined control that stabilizes oil output and extends equipment life. Drawing on real-world deployments, it highlights results such as longer pump life, reduced unplanned downtime, and more predictable production, while emphasizing that trust is earned when recommendations are explainable in physical terms and engineers retain clear authority over operating limits.