Nvidia has been a top AI investing choice, but a potential shift is on the horizon. Data centers have mainly used Nvidia GPUs, with some opting for AMD GPUs or custom AI accelerators with Broadcom. Alphabet may sell TPUs to Meta Platforms, introducing a new competitor to the market, impacting Nvidia’s position.

Meta’s potential purchase of TPUs from Alphabet could benefit three key companies in the TPU value chain: Alphabet, Broadcom, and Taiwan Semiconductor. Alphabet’s revenue mainly comes from advertising, but a move to sell TPUs could create a new revenue stream. Broadcom’s AI-related revenue is growing, and Taiwan Semiconductor’s position as a chip fabricator is crucial in the AI hardware market.

Taiwan Semiconductor stands to benefit regardless of which AI chips are in demand, making it a neutral but vital player in the AI sector. With a lower stock premium compared to others in the market, TSMC shares are a good buy for retail investors looking to capitalize on the potential growth in the AI hardware market.

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Read more at Nasdaq: The 3 Best Trillion-Dollar Stocks to Buy Now. (Hint: Nvidia Isn’t One of Them.)