Why This AI Winner Might Be Just Getting Started


Nvidia (NASDAQ: NVDA) has been a massive long-term winner from the AI megatrend, even if its stock has retreated a bit since early November. It’s still up by more than 1,100% since heavy AI infrastructure investments started in 2023, and up by over 30% during 2025 alone.

The recent sell-off in the stock was driven by a combination of fears that the AI sector broadly is in a bubble and that Nvidia specifically is at risk of losing its dominance in the AI accelerator chip niche. While those fears are legitimate, I believe that Nvidia is just getting started. There are too many projections from the companies that are actually spending the money on AI infrastructure regarding the future of the industry, and those are the voices I trust most in this space.

With that in mind, I think investors should take advantage of Nvidia’s now-lower stock price heading into 2026.

Person looking at tablet with rising chart hovering over it.
Image source: Getty Images.

Nvidia’s graphics processing units (GPUs) have been the most popular AI computing stack since the artificial intelligence race began in 2023. The combination of its leading GPUs and best-in-class support software made Nvidia’s stack the go-to choice for nearly every data center operator, and that hasn’t changed.

Yet recently, news broke regarding a potential deal that challenged that notion: Meta Platforms (NASDAQ: META) may purchase a large quantity of tensor processing units (TPUs) from Alphabet (NASDAQ: GOOG) (NASDAQ: GOOGL) — AI chips that it designed in collaboration with Broadcom (NASDAQ: AVGO). Meta is a huge Nvidia customer, so this turn of events is concerning. However, as Nvidia CEO Jensen Huang noted during its third-quarter earnings call, it is “sold out” of cloud GPUs. That context for the possible TPU deal could be key: Meta may have wanted to expand its cloud infrastructure buildout plans for 2026, found Nvidia unable to meet its increased demand, and turned to Alphabet as an alternative supplier.

Only time will tell just how large this deal actually is, or if it will even happen at all. The news reports emphasized it was a potential purchase, not an actual order, and so far, Alphabet has deployed all of its TPUs in its own data centers. That said, I think more diversification in the AI chip industry is healthy, as it also keeps Nvidia from getting complacent in its leadership position.



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