Energy is the foundation of the AI 5-Layer Cake. As AI demand accelerates, energy is the key constraint on growth. From power and utilities to sur…

AI data center power demand is driving adoption of digital twins and intelligent agents across energy production and grid management, with energy availability — not compute or algorithms — now the primary bottleneck on AI scaling. Operators are deploying AI across both surface and subsurface workflows to extract more capacity from existing infrastructure.