Artificial intelligence is moving into a new phase. The first wave centered on building massive GPU clusters to train ever-larger models. Now the industry is broadening. Companies are investing in AI memory, networking, storage, and increasingly powerful CPUs to support emerging workloads such as agentic AI.
That shift matters because it expands the number of semiconductor companies benefiting from AI spending instead of narrowing it. Few businesses are better positioned to capitalize on that trend than Taiwan Semiconductor Manufacturing (NYSE:TSM | TSM Price Prediction), which manufactures chips for nearly every major AI designer regardless of which technology ultimately comes out on top.
AI Growth Is Expanding Beyond GPUs
Taiwan Semiconductor’s second-quarter results underscored just how central the company has become to the AI ecosystem. According to its second-quarter earnings release, revenue climbed to NT$1.27 trillion (about $40 billion), up 36% year over year, while net income surged 77%. Gross margin remained a robust 67.7%, highlighting that demand continues to outstrip supply for the company’s advanced manufacturing capacity.
Those results shouldn’t be viewed as a one-quarter success. Instead, they illustrate how AI demand continues to ripple across the semiconductor industry.
Today’s AI leaders, including Nvidia (NASDAQ:NVDA), Advanced Micro Devices (NASDAQ:AMD), Broadcom (NASDAQ:AVGO), Apple (NASDAQ:AAPL), Qualcomm (NASDAQ:QCOM), and many others, rely on Taiwan Semiconductor’s manufacturing expertise. Whether companies are building GPUs, AI accelerators, networking chips, or custom silicon, many eventually end up at TSM’s fabs.
Let’s look at what that means. Instead of betting on which chip designer will dominate AI over the next decade, investors can own the company building chips for nearly all of them.
The CPU Opportunity Is Only Getting Started
The next growth engine may surprise investors. During the second-quarter conference call, CEO C.C. Wei noted that agentic AI is creating renewed demand for CPUs inside AI data centers. While GPUs remain the primary workhorses for AI training and inference, CPUs coordinate workloads, manage memory, and handle countless supporting tasks.
As Wei explained:
“The AI market continues to be very dynamic. The emergence of Agentic AI is leading to a resurgence in the role of CPUs in AI data centers… no matter what CPU approach is taken, whether it’s x86, ARM-based, or RISC-V architecture, they are almost all TSMC’s customers.”
That’s an important point investors shouldn’t overlook. The CPU market now has multiple growth paths:
| CPU Architecture | Key Players | Why It Matters For TSM |
| x86 | AMD, Intel (NASDAQ:INTC) | AI servers continue requiring powerful host CPUs |
| ARM | Nvidia, Ampere, Apple, Amazon (NASDAQ:AMZN) | Custom processors are becoming more common in AI infrastructure |
| RISC-V | Numerous startups and hyperscalers | Open-source architecture is attracting growing investment |
In every case, Taiwan Semiconductor stands to manufacture many of those chips.
Ironically, investors don’t have to predict which CPU architecture wins. If AI demand continues expanding, TSM benefits from higher wafer volumes regardless of whether x86, ARM, or RISC-V captures the largest market share.
Key Takeaway
In short, Taiwan Semiconductor offers investors something increasingly rare: a way to benefit from AI without having to predict which chip company becomes the next superstar.
Granted, risks remain. Semiconductor demand has always been cyclical, geopolitical tensions surrounding Taiwan haven’t disappeared, and AI spending could eventually slow from today’s rapid pace.
That said, the AI opportunity is becoming broader rather than narrower. Memory, CPUs, networking, and custom AI silicon are all seeing growing investment alongside GPUs. Since Taiwan Semiconductor sits at the center of nearly every one of those markets, each new AI trend creates another avenue for growth.
Ultimately, that’s the company’s greatest competitive advantage. AI may evolve in ways nobody fully expects over the next decade. Regardless of whether the future belongs to GPUs, custom accelerators, ARM processors, x86 chips, or RISC-V designs, Taiwan Semiconductor is positioned to manufacture the silicon powering them all.
For investors looking for one company that can ride nearly every wave of the AI revolution, that’s a compelling place to start.
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