MoneySeptember 15, 2026via MIT Technology Review AI

What must happen for AI’s trillion-dollar gamble to pay off

Why it matters

The AI infrastructure buildout is the largest capital commitment in tech history, but there's no agreement on which scenarios actually justify the spend. This analysis moves the ROI question from hype to hard economics.

Key signals

  • Jessica Wachter (Wharton) conducting formal economic impact assessment of AI infrastructure investment
  • Article frames AI capex as 'trillion-dollar gamble' with uncertain payoff timeline
  • Focus on business and technical uncertainties affecting investment thesis
  • Published September 2026 — part of ongoing capex-ROI debate in enterprise AI

The hook

Trillions spent. Zero consensus on ROI. A Wharton economist maps the scenarios where AI's biggest bet either pays off or implodes.

When Jessica Wachter, a finance professor at the University of Pennsylvania’s Wharton School, wanted to assess AI’s impact on the economy over the next few years, she faced a long list of business and technical uncertainties. So she started with what she calls a “remarkable fact” that is not in ques

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