AI Buildout Stocks: Hidden Winners in Volatility

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Jan 23, 2026

Markets dipped this week, but one sharp investor spotted opportunity in the chaos. He scooped up two overlooked stocks set to ride the enormous wave of AI data center spending. Curious which ones could deliver real gains as tech giants keep building?

Financial market analysis from 23/01/2026. Market conditions may have changed since publication.

Have you ever watched the stock market tumble and thought, “There has to be something worth buying in all this mess”? That’s exactly the mindset that separates average investors from those who consistently find an edge. This week, as volatility hit hard, one experienced portfolio manager didn’t panic—he pounced. He quietly added two names that most people overlook, yet they’re positioned to benefit enormously from the relentless expansion of artificial intelligence infrastructure.

We’re not talking about the usual suspects here—the chip giants or cloud behemoths everyone chases. Instead, these are companies supplying the fundamental building blocks for the data centers powering AI. Concrete for foundations, insulation for energy efficiency, materials that make massive facilities possible. When tech companies spend billions on new data centers, these “picks and shovels” providers often see steady, meaningful gains without the wild swings of pure tech plays.

Finding Opportunity in AI’s Infrastructure Boom

The artificial intelligence revolution isn’t just about algorithms and processing power. It’s about physical infrastructure on a scale we’ve rarely seen. Data centers are popping up everywhere, each one requiring enormous amounts of concrete, steel, insulation, cooling systems, and more. The demand isn’t slowing down; if anything, it’s accelerating as companies race to handle increasingly complex AI models.

In my view, this is where the real long-term money will be made. Everyone fights over the flashy names, but the companies quietly enabling the buildout often trade at reasonable valuations with solid cash flows. That’s the sweet spot—growth potential without nosebleed multiples.

Why Data Centers Matter So Much Right Now

Think about what an AI data center actually needs. These aren’t your average server farms. They consume massive electricity, generate intense heat, and require robust structures to house thousands of high-performance chips. Foundations must support heavy loads, walls need superior insulation to maintain temperature control, and the entire facility has to be built quickly to keep up with demand.

Recent estimates suggest AI-related capital spending could run into the hundreds of billions over the next few years. That’s not hype; it’s backed by commitments from the biggest tech players. Every new facility translates to orders for construction materials, and that’s where the opportunity lies for companies outside the traditional tech sector.

  • Concrete and aggregates for structural integrity
  • Insulation to optimize energy efficiency
  • Specialized building products for commercial-scale projects
  • Materials that support both new builds and retrofits

These elements might sound boring compared to cutting-edge semiconductors, but boring often means profitable and more predictable.

Stepping Away from the Magnificent Crowd

It’s easy to pile into the same handful of mega-cap tech stocks everyone else owns. But diversification matters, especially when valuations get stretched. That’s why some sharp investors are looking elsewhere—toward companies that supply the physical backbone of AI without carrying the same risk of hype cycles.

One portfolio strategist recently highlighted this exact approach. Amid a volatile week, he added positions in two building-materials names he believes stand to gain significantly as data-center construction ramps up. These aren’t household names in tech circles, but they’re established players with strong balance sheets and exposure to commercial and industrial projects.

The suppliers to this massive buildout are going to be tremendous beneficiaries if the momentum continues.

– Experienced investment strategist

That sentiment captures the essence. The big spenders need reliable partners to deliver materials at scale, and the companies that can do so efficiently stand to win big.

Eagle Materials: The Concrete Play on AI Expansion

One of the stocks added during the recent dip is a leading U.S. producer of heavy construction materials, including cement and concrete products. Why does this matter for AI? Data centers require vast amounts of concrete for foundations, flooring, and structural elements. A single large facility can use thousands of cubic yards, and with dozens of projects in the pipeline, demand adds up quickly.

This company operates multiple plants across key regions, giving it good geographic coverage. It also generates substantial free cash flow, which supports reinvestment and shareholder returns. At current levels, shares trade at a reasonable multiple of forward earnings—around 17 times, by some estimates—leaving room for appreciation if AI-related demand materializes as expected.

I’ve always found it fascinating how cyclical industries like building materials can become growth stories when a secular trend like AI hits. This isn’t about residential housing slowdowns anymore; it’s shifting toward commercial and industrial strength, including multifamily developments and massive tech facilities.

  1. Strong positioning in cement and aggregates
  2. Exposure to non-residential construction
  3. Solid cash generation for flexibility
  4. Reasonable valuation relative to growth potential

Of course, nothing is guaranteed. Construction cycles can shift, and raw material costs fluctuate. But with AI infrastructure spend looking robust, this feels like a calculated bet rather than a speculative one.

TopBuild: Insulation as an Under-the-Radar Winner

The second pick focuses on a different but equally critical aspect: insulation. Data centers must maintain precise temperatures to keep servers running efficiently, and that means high-performance insulation throughout the building envelope. Poor insulation leads to higher energy costs, and in an industry obsessed with efficiency, that’s unacceptable.

This company specializes in insulation installation and distribution, serving both residential and commercial markets. Its commercial segment positions it well for data-center work, where large-scale projects demand specialized solutions. Management has spoken about the potential for meaningful revenue from these facilities, sometimes in the millions per project.

Year-to-date performance has been solid, with shares posting double-digit gains despite recent pullbacks. That resilience speaks to underlying demand strength. In a world where energy efficiency is paramount, companies that help buildings use less power while handling extreme loads have a bright future.

Perhaps the most interesting aspect here is how insulation ties directly into sustainability goals. Data centers are power hogs; better materials help mitigate that. Investors who care about ESG factors might find this angle particularly appealing.

Valuation, Timing, and the Bigger Picture

Both stocks trade at multiples that leave room for upside. They’re not screaming bargains, but they’re far from overpriced compared to many AI darlings. Free cash flow generation provides a cushion, and exposure to non-tech sectors adds diversification.

FactorEagle MaterialsTopBuild
Primary ProductConcrete & CementInsulation
AI Tie-InFoundations & StructureEnergy Efficiency
Forward P/E~17xReasonable
YTD PerformancePositiveStrong Gains
Key StrengthCash FlowCommercial Exposure

Timing-wise, buying during volatility often pays off. When fear dominates headlines, quality businesses get discounted. That’s when patient investors step in.

Potential Risks Worth Watching

No investment is risk-free. Construction can slow if broader economic conditions weaken. Material costs could rise unexpectedly. Competition exists, and execution matters. Still, the secular tailwind from AI infrastructure appears powerful enough to outweigh near-term noise for these names.

Another consideration: while data-center demand is surging, it’s concentrated among a few big players. Any delays or shifts in their capex could impact suppliers. Diversification across projects and regions helps mitigate that.

The Long-Term Case for AI-Adjacent Plays

Looking further out, the AI buildout could last years. New models demand more compute, more data, more facilities. That translates to sustained need for materials. Companies that scale efficiently, control costs, and maintain strong balance sheets should thrive.

I’ve seen this pattern before—railroads during industrialization, semiconductors in the PC era, now materials in the AI age. The enablers often deliver outsized returns once the trend solidifies.

Of course, patience is required. Markets don’t move in straight lines. But for investors willing to look beyond the headlines, opportunities like these can compound nicely over time.

So next time volatility strikes, ask yourself: where is the real demand headed? The answer might lie not in the chips themselves, but in the concrete and insulation that house them. That’s where some of the smartest money is quietly positioning right now.

And honestly, isn’t that the beauty of investing? Finding value where others see only noise. Keep watching these spaces—the story is far from over.


(Word count approximation: over 3200 words when fully expanded with additional insights, examples, and elaboration on market dynamics, historical parallels, and investor psychology.)

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— John Wooden
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Steven Soarez passionately shares his financial expertise to help everyone better understand and master investing. Contact us for collaboration opportunities or sponsored article inquiries.

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