Excess Returns

The Existential Spending Battle | Adrian Helfert on What You’re Missing in the AI Arms Race

10 snips
Dec 21, 2025
Adrian Helfert, an investment professional at Westwood known for his expertise in portfolio construction, joins the discussion to dissect the impact of AI on investing. He explores how AI-driven capital spending is reshaping return profiles and presents a framework for portfolio construction. Adrian discusses the dual nature of AI as both opportunity and risk, the debate over market concentration, and challenges traditional recession indicators. He also suggests a rethink of the classic 60/40 portfolio and emphasizes the importance of tactical international diversification.
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INSIGHT

Three-Bucket Portfolio Framework

  • Westwood classifies securities by capital appreciation, event-driven returns, and income to clarify portfolio return drivers.
  • This framework helps decide weighting and tactics like covered calls to boost income and manage risk.
INSIGHT

Scale Of AI Data-Center Spending

  • AI and data-center capex through 2030 may total $7–8 trillion and could drive large productivity gains.
  • Adrian estimates even conservative productivity gains could justify much of that spending and expand operating margins.
INSIGHT

AI As Risk And Opportunity

  • Investors must consider not just who can implement AI but who will have their lunch eaten by native AI competitors.
  • Adrian warns AI is as much a risk factor as an opportunity for incumbents.
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