The AI boom is creating a second investment opportunity beyond the companies building massive data centers. As artificial intelligence moves into smartphones, computers, vehicles, cameras, and robots, demand could expand across the chips, memory, storage, and software that make these devices smarter. 🚀 Nvidia (NVDA) and Broadcom (AVGO) remain connected to today's infrastructure spending, while Micron Technology (MU) and SanDisk (SNDK) supply essential memory and storage.

Qualcomm (QCOM), Arm Holdings (ARM), and Ambarella (AMBA) offer exposure to AI processing directly on devices, while Tesla (TSLA) is pursuing autonomous driving and robotics. Alphabet (GOOGL) and Amazon (AMZN) could benefit from both cloud demand and AI-powered consumer services. But these companies are at different stages of growth, and some face expensive valuations, supply constraints, or profitability challenges. For a long-term investor, the opportunity is not simply owning every AI-related stock. It is identifying which businesses can turn expanding adoption into sustainable revenue, margins, and the cash flow.

AI's next phase could reach far beyond data centers, creating opportunities in memory, smartphone processors, robotics, and cloud services. 🔎

Explore 10 stocks connected to this expansion, what could drive their growth, and the financial risks worth checking before buying.

Imagine setting aside $500 a month for $TDW ( ▼ 2.02% ) for five years, buying a fixed dollar amount on a schedule, a method called dollar-cost averaging. In our example the buy happens on the first trading day on or after the 9th of each month, from Nov 9, 2021 through Oct 9, 2026: 60 buys, $30,000 in total.

TDW closed at $11.87 on Nov 2, 2021 and at $79.04 on Nov 2, 2026, a price gain of about 565.9%, or roughly 46.1% a year compounded (the steady yearly rate that would give the same total gain). In that example the $30,000 would have been worth about $60,600 at the Nov 2, 2026 close (about 2.02 times the money put in), and a single $10,000 invested on Nov 2, 2021 would have become about $66,590. Price only: no dividends, fees or taxes, and these are examples, not forecasts.

The highest close of the past 52 weeks was $100.61 on Sep 2, 2026, so the Nov 2, 2026 close sat about 21.4% below it. The lowest close of the five years was $10.36 on Dec 16, 2021, about 12.7% below the $11.87 start.

Caution: past pace rarely continues. TDW's Aug 3, 2026 release for the quarter ended Jun 30, 2026 showed revenue up 4.9% sequentially to $342.3 million and Adjusted EBITDA of $133.8 million, with an average day rate increase of 2.9%. TDW closed at $79.04 on Nov 2, 2026, down 9.49% that day, a reminder that prices can pause even when operational results remain solid. Q3 results are expected around Nov 9 (date not yet confirmed).

A falling stock price can make an investment look cheaper, but a lower price does not automatically mean a better business. That distinction matters especially in a market where companies are spending heavily on artificial intelligence, building new infrastructure, and taking on significant financial commitments before the full returns become visible.

For investors with limited time, the challenge is separating temporary market pressure from signs that a company’s business is actually weakening. Strong demand, growing backlogs, improving margins, and rising cash flow can support a recovery. However, debt, expensive valuations, delayed projects, and missed earnings can turn an apparent bargain into a costly mistake.

The November watchlist below focuses on five companies that have experienced significant share-price pressure but still have potential growth drivers. The common theme is execution: each business needs to turn its plans, technology, or customer demand into measurable financial results.

Oracle has become one of the most debated names in the artificial intelligence infrastructure trade. The company is investing heavily in data centers and large-scale computing capacity, but the cost of building that infrastructure has raised concerns about debt, spending, and free cash flow.

The opportunity rests on whether Oracle can convert its growing backlog into revenue and, eventually, stronger cash generation. The company is already monetizing some of its earlier investments as new computing capacity comes online. Many projects also involve substantial upfront commitments from customers, including capital, real estate, and hardware. Those arrangements may reduce some of the financial exposure, although they do not eliminate construction, financing, or execution risks.

Oracle’s position across cloud ecosystems is another part of the investment case. Rather than serving only as a direct competitor to other hyperscalers, it provides infrastructure and services that can support their needs. That established presence could help protect its position as demand for computing capacity expands.

Still, the stock’s recovery depends on more than a large backlog. Investors need evidence that projects are being completed on schedule, capacity is being switched on, and contracted demand is translating into cash flow. If spending remains high while monetization takes longer than expected, debt and cash-flow concerns could continue weighing on the shares.

What to watch: Data-center capacity coming online, backlog conversion, customer commitments, borrowing needs, and free cash flow. Oracle may offer substantial upside if execution improves, but its financial commitments make it one of the higher-stakes ideas on this list.

Salesforce faced pressure as investors questioned whether artificial intelligence would weaken traditional software companies. That concern has started to look less straightforward. Instead of simply replacing existing software, AI agents may create additional demand for platforms that help businesses manage customers, automate workflows, and organize company data.

Salesforce is showing signs of benefiting from this shift. Its recent results point to continued double-digit growth, a growing customer base, deeper customer adoption, and improving margins. The demand for agentic AI services is also helping support the company’s longer-term outlook.

Another important part of the investment case is Salesforce’s transition from a business valued primarily for rapid growth into a more mature company with a greater focus on capital returns. Share repurchases and cash generation can support shareholder value, provided the underlying business continues expanding.

The next earnings update will be important. Investors will want to see whether customer demand remains healthy, margins continue improving, and cash flow supports the company’s capital-return plans. If results disappoint or management signals weaker momentum, the stock could give back some of its recovery.

What to watch: Agentic AI adoption, customer growth, revenue momentum, operating margins, free cash flow, and share repurchases. Salesforce offers exposure to AI adoption without depending entirely on the construction of new data centers.

Artificial intelligence does not only create demand for chips, servers, and data centers. It also increases the amount of data moving across networks and introduces new security challenges. Companies using AI applications still need to protect their systems, users, and information.

That creates a potential advantage for Zscaler. Its zero-trust security architecture is designed to verify access rather than automatically trust users or devices simply because they are inside a network. As businesses expand their use of cloud services and AI applications, the need to secure those connections could become an important source of demand.

Zscaler also has a company-specific recovery factor. A change in its sales organization earlier in the year reportedly affected its ability to regain momentum. The company has since rebuilt the sales team, and the improvement was reflected in its latest results. That gives investors another factor to monitor beyond the broader cybersecurity trend.

However, the stock is not automatically inexpensive just because it has not recovered as much as some competitors. The discussion placed its valuation at roughly 50 times its current-year outlook, leaving limited room for disappointing results if expectations are high. Its potential upside depends on continued execution and evidence that demand is translating into sustained growth.

What to watch: Sales execution, customer demand, zero-trust adoption, revenue growth, and upcoming earnings. Zscaler’s opportunity is tied to the practical use of AI and cloud technology, but valuation remains an important risk.

Applied Digital is exposed to one of the biggest investment themes in the market: the growing need for computing capacity. Building data centers, however, requires significant capital, reliable power, suitable locations, equipment, and the ability to secure customers. These requirements can delay projects and make it difficult for new competitors to enter the market.

The company’s North Dakota facilities are central to its investment case. The location offers access to power and room for expansion, while customer contracts and upfront commitments provide support for its development plans. Applied Digital has also been bringing capacity online and beginning to monetize those assets, which could gradually improve margins and cash flow.

The distinction between building infrastructure and earning returns from it is critical. A data center can represent a major investment, but its value depends on whether it attracts customers, operates efficiently, and generates enough revenue to justify the capital spent. Applied Digital is not yet consistently profitable, so the transition from construction spending to stronger operating results still needs to be demonstrated.

There is also a financing risk. Higher interest rates can increase borrowing costs for companies that rely on debt to build infrastructure. Partnerships with major industry players, including Nvidia (NVDA), may provide support to the broader neocloud ecosystem, but they do not remove the risks associated with leverage or project execution.

What to watch: New capacity coming online, contract-backed demand, facility utilization, margins, cash flow, and financing costs. Applied Digital could benefit from growing demand, but investors should not confuse a large infrastructure opportunity with guaranteed profitability.

Amprius Technologies brings a different type of opportunity to the list. Rather than focusing on cloud infrastructure or enterprise software, the company is being watched for its battery technology and its ability to expand production.

A recently awarded $75 million government contract is an important development because it provides a concrete commercial milestone for a company that has previously been viewed as speculative. The investment case now depends on whether Amprius can turn that opportunity into higher production, growing revenue, and improving cash flow.

The company has faced pressure after an earnings miss, and its relatively small size and limited profitability make the stock more speculative than the larger businesses on this list. Revenue growth has reportedly been running at a triple-digit pace, but rapid growth from a smaller base does not guarantee that the company can reach sustainable profitability.

The next few quarters will be important. Amprius needs to increase manufacturing capacity, deliver on its commitments, and show that revenue growth can translate into better financial performance. Institutional ownership is another factor to monitor. Greater participation from larger investors could support liquidity and demand, but that interest is more likely to follow consistent operating progress than speculation alone.

What to watch: Production expansion, contract execution, revenue growth, earnings performance, cash flow, and institutional ownership. The potential is significant, but so is the risk if production or customer demand fails to develop as expected.

These five companies represent different ways to participate in technology spending. Oracle and Applied Digital are tied more directly to the construction and operation of computing infrastructure. Salesforce and Zscaler are positioned to benefit from businesses adopting AI applications and strengthening their digital operations. Amprius offers exposure to battery technology and a production ramp supported by a government contract.

The broader market is dealing with a difficult transition. Companies have committed substantial amounts of money to AI infrastructure, and investors are increasingly asking when those investments will generate enough revenue and free cash flow to justify the spending. Google’s increased capital-expenditure plans illustrate why the market remains sensitive to this issue: continued investment can signal confidence in long-term demand, but it can also raise near-term concerns about costs and returns.

The November outlook also includes potential market volatility surrounding the US election. The discussion raised the possibility of a 5% to 10% pullback, but that was an analyst’s expectation rather than a forecast or certainty. Even if election-related uncertainty fades, stock prices will still depend on earnings, interest rates, financing conditions, and company-specific execution.

A dip is worth investigating when the underlying business remains capable of growing. It is not a reason to buy simply because a stock has fallen from a previous high.

Oracle needs to prove that its backlog can become cash flow. Salesforce must sustain AI-related demand and capital returns. Zscaler needs to justify its valuation through continued growth. Applied Digital must turn data-center capacity into durable profitability. Amprius must demonstrate that its government contract and production expansion can support a stronger business.

These are not equally conservative investments. Salesforce and Zscaler offer exposure to software and cybersecurity demand, while Oracle and Applied Digital carry more direct infrastructure-spending and financing risks. Amprius is the most speculative of the five because its investment case relies heavily on successful production expansion and a relatively early-stage path to profitability.

The most useful approach is to avoid treating all five as automatic bargains. Watch for improving financial results, not just lower share prices. A well-timed purchase can benefit from market overreactions, but patience and position sizing matter when a company still has major execution risks ahead.

Tip: A falling stock is only an opportunity when the business can support a recovery; wait for evidence of stronger execution rather than assuming every dip deserves a buy.

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