AI is disrupting services. What does that mean for power demand?

AI is disrupting services. What does that mean for power demand?

August 18, 2026 · 33 min · Season 1 · Episode 9

About this episode

The episode discusses how AI's infrastructure needs are reshaping energy markets and the broader services economy.

AI is still in the foothills of enterprise adoption, but the infrastructure buildout required to support it is already reshaping energy markets, capital allocation, and industrial policy. Data centers are driving demand for new generation and transmission, while billions of dollars flow into the hardware and software needed to train and run increasingly powerful models.  That makes energy infrastructure a big constraint in the AI buildout race. Data centers require more power generation, transmission, grid capacity, and additional physical infrastructure; all major investments. And those energy systems will have impacts on the cost of running potentially more power-hungry frontier AI models. That’s a lot of uncertainty even before considering the economic transformation still to come. If AI moves beyond software and begins to fundamentally change how services like law, accounting, insurance, and finance are delivered, it could reshape a far larger part of the economy and create a new wave of demand for both digital and physical infrastructure. In this episode of Critical Capital, Alfred Johnson sits down with Jake Saper, a partner at Emergence Capital and an early investor…

People in this episode

Host: Alfred Johnson

Guest: Jake Saper

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Mentioned in this episode

Organizations: Emergence Capital, AI-native services

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