Missed Out on Nvidia? My Best AI Stock to Buy and Hold

Nvidia and TSM are two AI stocks that are trading at reasonable valuations and remain well-poised to deliver outsized returns.

| More on:
nvidia headquarters with grey nvidia sign in front with nvidia logo

The artificial intelligence (AI) race is heating up, with big tech giants such as Microsoft, Meta, Alphabet, and Amazon investing billions of dollars seeking an early mover advantage. One beneficiary of the AI boom has been Nvidia (NASDAQ:NVDA), which is selling shovels amid the gold rush.

Nvidia’s data centre business produces graphic processing units, or GPUs: chips used to train and deploy AI platforms. The semiconductor giant has seen its data centre sales grow from US$3 billion in fiscal 2020 (ended in January) to US$98 billion in the last 12 months. While the tech stock currently trades 10% below its all-time high, it has returned over 2,000% to shareholders in the last five years, valuing the company at a market cap of US$3.3 trillion.

The AI market is forecast to expand at a brisk pace over the next decade, which seems Nvidia’s growth story is far from over. In fact, Wall Street expects Nvidia’s adjusted earnings per share to expand from US$1.3 in fiscal 2024 to US$6 per share in fiscal 2027.

If NVDA stock is priced at a trailing price-to-earnings multiple of 40 times, it will trade at US$240 in early 2027, indicating an upside potential of 78% from current levels.

However, Taiwan Semiconductor (NYSE:TSM) is another AI stock that may deliver outsized gains to shareholders and outpace Nvidia through 2027 and beyond. Let’s see why.

Why TSM stock may outperform Nvidia

Taiwan Semiconductor is another pick-and-shovel play that is growing at an enviable pace. The world’s largest contract chip manufacturer, Taiwan Semiconductor, produces advanced microchips for companies such as Apple, Nvidia, and Advanced Micro Devices.

It specializes in manufacturing chips using cutting-edge process technologies catering to customer specifications. This business model allows other tech companies to access advanced chip manufacturing without investing in building their own fabrication plants.

In the third quarter (Q3) of 2024, TSMC reported revenue of US$23.5 billion, an increase of 39% year over year. Its gross margin expanded by 4.6 percentage points sequentially to 57.8%, while its operating margin grew to 47.5%, up from 42.5%. The company attributed its margin expansion to higher capacity utilization rates and cost improvement initiatives.

With US$69 billion in cash and over US$12 billion in quarterly operating cash flow, Taiwan Semiconductor has the flexibility to reinvest in organic growth and drive future cash flows higher. In 2024, TSMC allocated over US$30 billion towards capital expenditures, most of which will be spent on advanced process technologies.

While the high-performance computing market accounted for 51% of sales, the smartphone segment was next with a 34% share in Q3 of 2024.

AI has emerged as a significant growth driver for TSMC as it expects server processor revenue to more than triple in 2024, accounting for roughly 15% of the top line, indicating the acceleration of AI-related demand.

TSMC projects Q4 sales to grow 35% year over year to US$26.5 billion, given midpoint estimates. Analysts tracking the tech stock expect adjusted earnings to double from US$5.2 per share in 2023 to US$10 per share in 2026. Priced at 19.7 times forward earnings, TSM stock is reasonably valued and should outpace its peers in 2025 and beyond.

John Mackey, former CEO of Whole Foods Market, an Amazon subsidiary, is a member of The Motley Fool’s board of directors. Suzanne Frey, an executive at Alphabet, is a member of The Motley Fool’s board of directors. Randi Zuckerberg, a former director of market development and spokeswoman for Facebook and sister to Meta Platforms CEO Mark Zuckerberg, is a member of The Motley Fool's board of directors. Fool contributor Aditya Raghunath has no position in any of the stocks mentioned. The Motley Fool recommends Advanced Micro Devices, Alphabet, Amazon, Apple, Meta Platforms, Microsoft, Nvidia, and Taiwan Semiconductor Manufacturing. The Motley Fool has a disclosure policy.

More on Tech Stocks

telehealth stocks
Tech Stocks

Well Health Stock: Buy, Sell, or Hold In 2026

Down over 50% from all-time highs, Well Health stock offers significant upside potential to shareholders in December 2025.

Read more »

container trucks and cargo planes are part of global logistics system
Stocks for Beginners

TFSA: 3 Premier Canadian Stocks for Your $10,000 Contribution

Invest in your future with high quality Canadian stocks for your TFSA. Discover three stocks offering significant growth potential.

Read more »

Female raising hands enjoying vacation, standing on background of blue cloudless sky.
Tech Stocks

If You Were Waiting for Tech Stocks to Go on Sale, Now’s Your Chance

Tech stocks, like Constellation Software (TSX:CSU), might be terrific bargains amid volatility.

Read more »

visualization of a digital brain
Tech Stocks

The AI Stocks I’m Seriously Considering After the Tech Wreck

Shopify (TSX:SHOP) stock is a seriously impressive stock that just had a great Black Friday.

Read more »

Engineers walk through a facility.
Tech Stocks

TFSA Investors: How to Invest $7,000 in 2026?

TFSA investors should consider investing in diversified index funds and undervalued growth stocks to derive inflation-beating returns.

Read more »

gift is bigger than the other
Tech Stocks

1 Oversold TSX Tech Stock to Buy and Hold in December 2025

Down almost 55% from its 52-week high, CMG is a TSX tech stock that offers significant upside potential in December…

Read more »

Business success of growth metaverse finance and investment profit graph concept or development analysis progress chart on financial market achievement strategy background with increase hand diagram
Dividend Stocks

This Under-the-Radar Tech Stock Can Be Canada’s Next Unicorn

This under-the-radar Canadian power-tech supplier rides AI data centres and electrification, and could quietly compound into a unicorn.

Read more »

investor looks at volatility chart
Tech Stocks

This Soaring Canadian AI Stock Still Trades at a 33% Discount in December 2025

Down 14% from all-time highs, Celestica is an AI stock that trades at a discount to consensus price targets in…

Read more »