
The primary investment opportunity in AI is shifting from software models to the competitive battle over the underlying hardware. Consider being cautious on NVIDIA (NVDA) as its high margins face a significant threat from emerging competition. As a compelling alternative, Alphabet (GOOGL) presents a strong investment case due to its vertically integrated AI stack. Google's custom TPU chips offer a powerful and cheaper hardware alternative that is already attracting major AI labs. Therefore, investors should view GOOGL as a direct way to invest in a powerful competitor to the NVIDIA ecosystem.

By John Coogan & Jordi Hays
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