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TSMC Stock And 2 AI Infrastructure Shares Riding The AGI Spending Wave

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Artificial intelligence arms races rarely move in straight lines. The latest spending plans from Meta, OpenAI partners and Anthropic are pouring billions into chips, cloud and power, and that flood of capital can lift some stocks while squeezing others that misjudge demand or pricing. Investors watching this AGI push risk missing the early read through. This article walks through 3 stocks exposed to that news and how the story might matter for your portfolio.

The stocks covered next are just a sample. The full AI infrastructure screen surfaced 136 more mid to large cap companies with equally compelling stories across chips, data centers, networking and power supply that are not in this article.

Head straight into the AI Infrastructure Picks-and-Shovels (Semiconductors, Cloud & Power Suppliers) screener to identify, analyze and focus on the AI infrastructure picks and shovels that best fit your own conviction and risk tolerance.

Taiwan Semiconductor Manufacturing (TWSE:2330)

Taiwan Semiconductor Manufacturing is the purest expression of this screener's theme, turning hyperscalers' AGI spending into physical AI chips that power datacenters, phones and cars across the global digital economy.

"AI and HPC wafer intensity: Advanced logic demand scales super linearly with compute complexity, not unit volumes. TSMC's world class R&D ensures success."

Everything hinges on how one growing tension around future AI capex and capacity eventually filters through to pricing power and margins.

Those trade offs around AI capacity are exactly what the full narrative for Taiwan Semiconductor Manufacturing unpacks, including how pricing power could decouple from headline capex cycles.

TWSE:2330 Earnings & Revenue Growth as at Nov 2026
TWSE:2330 Earnings & Revenue Growth as at Nov 2026

Tokyo Electron (TSE:8035)

Tokyo Electron is one of the clearest AI infrastructure plays in this screen, because its production tools sit directly in the fabs building the chips that power AI servers, with all of its ¥2,931,320 million revenue coming from semiconductor production equipment and a market value around ¥18,703,703,403,880.

Tokyo Electron looks less like a pure AI chip story and more like the toolkit supplier behind the surge in AI focused fabs. In this context, the real interest is how much production volume its customers try to pull through the system.

"The ramp of Tokyo Electron's Miyagi Innovative Production Center, which management indicates could ultimately triple production capacity, creates room for equipment shipments to rise faster than many models assume, with potential upside to revenue scale and operating leverage if higher volumes spread fixed costs over a larger base."

The real swing factor is how one subtle shift in demand mix across AI focused tools feeds through into pricing power and margins.

That mix shift is where the story gets interesting, and the full narrative for Tokyo Electron explains how accelerating AI tools demand could reshape Tokyo Electron's pricing power and earnings quality.

TSE:8035 Earnings & Revenue Growth as at Nov 2026
TSE:8035 Earnings & Revenue Growth as at Nov 2026

ASML Holding (ENXTAM:ASML)

ASML Holding is the clearest bottleneck stock in this AI infrastructure screen, since its lithography tools are required for the advanced chips that power high end data centers, cloud services and accelerators behind the AGI spending surge.

ASML Holding generates about €39.5b from semiconductor equipment and services, supplying lithography and metrology gear that underpins cutting edge chips, and the stock is valued around €490.8b.

"Export restrictions, especially involving China, have turned ASML into a geopolitical chokepoint. Governments understand that controlling ASML means influencing the future of computing, AI, and defense technologies."

What happens to margins and pricing power if a single, unseen pressure on AI focused fab capacity shifts faster than current plans assume?

If that pressure point on AI fabs is what you are watching, read the full narrative for ASML Holding to see how ASML Holding's choke point could accelerate or cap returns.

ENXTAM:ASML Earnings & Revenue Growth as at Nov 2026
ENXTAM:ASML Earnings & Revenue Growth as at Nov 2026

Seeking Fresh Alternatives Before They Fly

Breakout themes move fast, and the best ideas rarely stay under the radar for long. Scan fresh picks before momentum gets fully caught and valuations re-rate, and consider acting before conditions change.

  • Spot cash generative companies before the crowd locks in by using the curated 219 high quality undervalued stocks that filters for quality businesses with support from both earnings and balance sheets.

  • Hunt for yield while prices still look reasonable by scanning the hand picked 230 dividend fortresses that focuses on robust payouts backed by underlying cash flows.

  • Track early movers in automation and factory intelligence with the focused 90 robotics and automation stocks that highlights businesses tied to long term hardware and software adoption.

This article is general in nature and was produced with the assistance of AI automation, based on data and analysis from Simply Wall St. We provide commentary based on historical data and analyst forecasts only using an unbiased methodology and our articles are not intended to be financial advice. It does not constitute a recommendation to buy or sell any stock, and does not take account of your objectives, or your financial situation. We aim to bring you long-term focused analysis driven by fundamental data. Note that our analysis may not factor in the latest price-sensitive company announcements or qualitative material. Simply Wall St has no position in any stocks mentioned.

Have feedback on this article? Concerned about the content? Get in touch with us directly. Alternatively, email editorial-team@simplywallst.com

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