AI Spending Is Poised to Hit $700 Billion in 2026: 2 Top Stocks to Buy to Capitalize on This Massive Number

Find out how AI spending by top hyperscalers is transforming industries. Follow the capital flow to see where the money goes.

| More on:
Key Points
  • AI infrastructure spending by hyperscalers is expected to reach $700 billion in 2026, creating major revenue opportunities for companies involved in chip manufacturing, energy, and networking equipment for data centers.
  • Stocks like Micron Technology and Celestica are poised for significant growth due to their roles in supplying critical components to support AI data centers, with Micron's memory chips and Celestica's networking equipment being in high demand amidst this booming trend.

It’s raining dollars in the artificial intelligence (AI) space. Hyperscalers are pouring in free cash flow – and even taking on debt – to build massive AI data centres. The top five hyperscalers have committed US$700 billion in capital expenditure (capex) on AI infrastructure in 2026 alone. That’s double the amount spent in 2025. So, where is all this money going?

A chip in a circuit board says "AI"

Source: Getty Images

AI spending is poised to hit $700 billion

The hyperscalers’ AI spending is revenue for chip, energy, and networking equipment companies, and construction firms building data centres. The money trail is visible in their revenue growth, profits, and share price rallies. For investors, the golden rule is simple: follow the capital flow.

2 top stocks to buy to capitalize on this massive number

Micron Technology

AI data centres require several chips, from graphics processing units (GPUs) to memory chips, and networking switches that connect all parts for seamless computing speed. The triple-digit revenue growth AI spending triggered for Nvidia in 2023 and 2024 is now replicating for Micron Technology (NASDAQ:MU).

Micron is the only US-based memory chipmaker that builds the high-bandwidth memory (HBM) used in data centres and cloud networks. Only three companies make HBM, and all three are seeing an acute supply shortage of memory chips as growing spending on AI data centres drives demand.

The latest quarterly results of Micron showed its revenue growth triple as the average selling price for memory chips jumped 60–79%. This is just the beginning, as Micron has only catered to 50–66% of the customer demand. It has dedicated over US$25 billion in capex to boost capacity and is funding it with its US$11.9 billion operating cash flow (OCF) in the second fiscal quarter alone.  

You can clearly see the dollars raining on Micron. Its stock has already quadrupled, but it still has more room for growth as the threefold revenue growth is backing the share price rally. Micron’s management stated that the current supply shortage is different from previous cycles due to secular AI demand and supply constraints.

Like Nvidia, Micron stock could see AI spending trigger two to three growth phases and sustain the share price when growth flattens.  

Celestica

A Canadian tech stock riding the AI spending wave is electronics manufacturer Celestica (TSX:CLS). This stock even overtook Nvidia in the AI rally, surging 1,268% between November 2023 and November 2025. While Nvidia’s growth flattened after August 2025, Celestica’s stock rallied another 73% until February on the back of high orders. Its fourth-quarter revenue surged 44%, and adjusted earnings per share surged 70% year over year.    

Celestica manufactures Ethernet switches, storage solutions, and networking chips in its Connectivity & Cloud Solutions segment. After the GPU demand, the demand for networking surged. NVIDIA reported a 263% jump in its networking and 58% surge in compute revenue in the fourth quarter.

Once again, the AI spending is clearly visible in revenue numbers. Celestica expects CCS revenue to grow another 50%. To meet demand, Celestica announced $1 billion in capex for new plants in Texas, Mexico, Japan, and Taiwan.

How long will this AI spending cycle last?

Investors fear that the AI spending bubble will burst and wipe out the valuations. Unlike past tech cycles, AI demand is secular and driven by automation, cloud computing, and hyperscaler expansion.

OpenAI and Anthropic are currently leading the AI application space, occupying all the AI compute capacity they can get. The current reality is that companies like Google or Amazon are ordering equipment for AI data centres, and a significant portion of that $700 billion is going to these suppliers.  

Until capex growth slows, the AI spending cycle will continue to generate hypergrowth opportunities.

Fool contributor Puja Tayal has no position in any of the stocks mentioned. The Motley Fool recommends Alphabet, Amazon, Celestica, Micron Technology, and Nvidia. The Motley Fool has a disclosure policy.

More on Tech Stocks

data center server racks glow with light
Tech Stocks

Why AI Data Centres Could Be Canada’s Next Big Investment Opportunity

Brookfield Infrastructure Partners (TSX:BIPC)(TSX:BIP.UN) is a Canadian company making big moves in AI data centres.

Read more »

Quantum Computing Words on Digital Circuitry
Tech Stocks

Canada’s Homegrown Quantum Computing Stock to Watch in 2026

Quantum computing stocks are trending.

Read more »

a-developer-typing-lines-of-ai-code-while-viewing-multiple-computer-monitors
Tech Stocks

The Stocks I’d Most Want to Own If I Had $1,000 to Put to Work Today

Microsoft (NASDAQ:MSFT) stock looks like a great buy for those seeking a deal with $1,000 or so.

Read more »

AI concept person in profile
Tech Stocks

3 No-Brainer TSX Stocks to Buy While the Market Is Still Nervous

Three Canadian stocks stand out as smart nervous-market buys: a proven software compounder, a cheap-growing fintech, and a higher-risk digital…

Read more »

data center server racks glow with light
Stock Market

3 Powerful Stocks Worth Holding Through the Next 3 Years

With so much volatility in the world and the stock market, it can be hard investing over a week, let…

Read more »

Abstract Human Skull representing AI
Tech Stocks

1 Magnificent Canadian Tech Stock Down 65% to Buy and Hold for Decades

This battered Canadian software stock has sticky customers and real cash flow, but it needs debt and revenue progress to…

Read more »

dividends grow over time
Tech Stocks

3 Canadian Stocks That Look Expensive (But I’d Buy Them Anyway)

Ignoring “expensive” stocks while waiting for a great bargain? The higher price may reflect a business that keeps executing, keeps…

Read more »

Person uses a tablet in a blurred warehouse as background
Dividend Stocks

1 Ideal TSX Dividend Stock Down 55% to Buy and Hold for a Lifetime

Tecsys stock is down but delivering record EBITDA, 23% ARR growth, and a growing AI platform. Here is why this…

Read more »