Cerebras Systems (CBRS): Could This AI Chip Challenger Be One of the Next Big AI Growth Stories?

Cerebras Systems Inc. (NASDAQ: CBRS) has emerged as one of the more intriguing and volatile public companies attempting to reshape how artificial intelligence models are trained and, increasingly, how quickly they can perform inference.

Cerebras went public in May 2026 in one of the year’s most closely watched technology IPOs. Shares were priced at $185, and the completed offering raised approximately $6.38 billion in gross proceeds.

Four months later, the investment thesis is becoming clearer: Cerebras has extraordinary growth opportunities, but investors are paying a substantial valuation for that opportunity.

The artificial-intelligence infrastructure race is no longer simply about NVIDIA and GPUs.

Rows of illuminated server racks in a large data center with two workers
Rows of illuminated servers and overhead cabling power this expansive modern data center.

What Makes Cerebras Different?

Cerebras attacks the AI computing problem differently from traditional GPU manufacturers.

Its core technological innovation is the Wafer Scale Engine (WSE). Rather than cutting a semiconductor wafer into numerous individual chips and connecting those processors together, Cerebras essentially turns an enormous portion of the wafer itself into one processor.

The objective is straightforward: eliminate many of the communication bottlenecks associated with moving information between individual chips.

Cerebras has increasingly focused this technology on high-speed AI inference the process of actually running trained AI models and generating answers for users and applications.

That distinction is important.

As AI moves from experimentation toward widespread commercial deployment, inference could become an enormous recurring infrastructure market. Every AI search, coding agent, autonomous workflow, enterprise chatbot and reasoning system consumes inference compute.

Cerebras wants to supply a meaningful portion of that compute.

Revenue Growth Is Accelerating

The company’s financial trajectory illustrates why investors are paying attention.

Cerebras generated approximately $290.3 million of revenue in 2024, increasing to roughly $510 million in 2025, representing 76% year-over-year growth.

Growth accelerated further during 2026.

First-quarter core revenue reached $191.3 million, up 92% year over year, including $111.6 million of hardware revenue and $79.8 million from cloud and other services.

Then came Q2.

Cerebras reported approximately $210 million of core revenue, while its core cloud business grew 287% year over year. The company also reported that it had secured approximately 600 megawatts of data-center capacity and planned to expand manufacturing capacity by more than tenfold during 2026.

Management subsequently increased its full-year outlook.

Cerebras now expects 2026 core revenue of approximately $880 million to $890 million, with core gross margins between 41% and 43% and core operating margins between negative 19% and negative 17%.

At the midpoint, $885 million would represent roughly 74% growth over 2025 revenue.

That is serious growth.

But it comes with an important caveat: Cerebras is still spending heavily to build the infrastructure necessary to capture that opportunity.

The $20+ Billion OpenAI Opportunity

Potentially the biggest component of the Cerebras growth story is its relationship with OpenAI.

Cerebras announced a multi-year agreement involving 750 MW of capacity valued at more than $20 billion. The company has also announced a multi-year partnership with Amazon to bring Cerebras inference technology to AWS.

These relationships potentially accomplish something extremely important for Cerebras: validation.

Competing against entrenched semiconductor and cloud-computing ecosystems requires more than superior benchmark performance. Customers need confidence that Cerebras can deploy its technology reliably and at enormous scale.

Large AI customers and cloud partners can help establish that credibility.

Cerebras has additionally disclosed customers or relationships involving companies such as Cognition, Lovable, Block, Figma, AlphaSense, GSK and CrowdStrike.

The company is therefore beginning to look less like an experimental AI-chip developer and more like an emerging AI infrastructure platform.

The CS-4 Could Be the Next Catalyst

Cerebras unveiled its next-generation CS-4 system in August, claiming performance of up to 30 times faster than GPU-based alternatives in certain workloads. The company is simultaneously expanding its global infrastructure footprint, including a recently announced 165 MW AI data center in Finland.

Those developments are worth watching closely.

AI infrastructure ultimately becomes an economics problem. Performance matters, but customers also care about cost per token, power consumption, latency, reliability and scalability.

If Cerebras can consistently demonstrate materially better inference economics—not merely impressive benchmark speeds—it could capture a meaningful piece of the rapidly expanding inference market.

The Financial Risk Investors Shouldn’t Ignore

The bull case is compelling, but CBRS isn’t a low-risk semiconductor investment.

First, profitability remains a work in progress.

Although Cerebras reported GAAP net income of $237.8 million during 2025, its filing shows a non-GAAP net loss of approximately $75.7 million, and the company explicitly warns investors that it has a history of generating losses.

Management’s 2026 guidance still calls for a substantially negative core operating margin.

Second, gross margins deserve close attention.

Q1 core gross margin was an impressive 47%, but Cerebras has been investing aggressively in cloud infrastructure and data-center capacity. The company currently expects full-year core gross margin of approximately 41%-43%.

Third, customer concentration has historically been significant. Large contracts can produce extraordinary revenue growth, but dependence on a relatively small number of enormous customers can also create significant volatility if deployments are delayed, renegotiated or canceled.

Finally, there is competition.

Cerebras isn’t operating in an empty market. NVIDIA dominates AI accelerators, while AMD, hyperscale cloud providers and custom silicon developers are all pursuing the same enormous AI-compute opportunity.

Cerebras doesn’t necessarily need to defeat NVIDIA to succeed.

It does, however, need to prove that wafer-scale computing occupies a sufficiently valuable niche within the broader AI infrastructure ecosystem.

Valuation: This Is Where Things Get Interesting

CBRS currently trades around $184, putting the company near its original $185 IPO price after experiencing substantial volatility since its May debut.

That matters psychologically, but the more important question is valuation.

With management forecasting approximately $885 million of 2026 core revenue, investors are already assigning Cerebras a substantial premium based on expectations of continued hypergrowth.

In other words, today’s CBRS valuation isn’t primarily based on what Cerebras earns today.

Investors are buying expectations for what the company could become several years from now.

That makes execution extremely important.

A company growing revenue 60%-80% annually can grow into a seemingly expensive valuation remarkably quickly. But if growth falls toward 20%-30% while profitability remains elusive, valuation compression can be equally dramatic.

My 12-Month CBRS Scenario Analysis

Forecasting a recently public, high-growth AI semiconductor company to a single price would create a false sense of precision. A scenario framework is more useful.

Bear Case: $120-$150

This scenario could develop if revenue growth decelerates, cloud margins deteriorate, major capacity deployments are delayed, customer concentration becomes problematic or investors broadly reduce the multiples they are willing to pay for AI infrastructure companies.

From approximately $184 today, that represents meaningful downside.

Base Case: $240-$300

This scenario assumes Cerebras continues producing strong revenue growth, approaches or exceeds its current guidance, demonstrates improving operating leverage and successfully converts its enormous infrastructure commitments into recurring cloud revenue.

Interestingly, current Wall Street research sits in roughly this neighborhood. Needham reiterated a $300 price target following the company’s first-quarter results.

Aggregated analyst data recently showed an average target around $292, although analyst targets should always be viewed as estimates rather than predictions.

Bull Case: $350-$425

For Cerebras to reach this range, I would want to see several things happen simultaneously: revenue expectations moving materially above $1 billion, continued triple-digit or near-triple-digit cloud growth, successful OpenAI capacity deployments, evidence of attractive CS-4 economics, improving gross margins and a credible path toward operating profitability.

A sustained AI infrastructure spending cycle could provide an additional tailwind.

This is the highest-risk scenario because it requires both strong fundamental execution and investors continuing to award CBRS a premium valuation.

What I’m Watching Next

For investors holding CBRS, I believe five metrics deserve particular attention over the coming quarters:

  1. Cloud revenue growth: arguably the most important long-term metric because recurring inference revenue could eventually be more valuable than one-time hardware sales.
  2. Gross margin: rapid revenue growth means much less if infrastructure costs consume the economics.
  3. OpenAI deployment progress: successful conversion of the announced $20+ billion relationship into actual revenue could fundamentally alter Cerebras’ financial profile.
  4. Operating losses: Cerebras needs to demonstrate that revenue can eventually grow considerably faster than operating expenses.
  5. Customer diversification: additional enterprise and hyperscale customers would reduce dependence on a handful of massive relationships.

The Bigger Picture

Cerebras represents a particularly interesting kind of AI investment.

This isn’t simply another company adding artificial intelligence to an existing product.

Cerebras is building the physical infrastructure required to run AI itself.

The company increased revenue from just $24.6 million in 2022 to $510 million in 2025, and management now expects approximately $880-$890 million in core revenue during 2026.

Meanwhile, cloud revenue is growing at nearly 300%, manufacturing capacity is expanding dramatically, hundreds of megawatts of data-center capacity are under contract, and Cerebras is developing relationships with some of the most important companies in artificial intelligence.

That’s the opportunity.

The risk is that investors already recognize much of it.

At approximately $184 per share, CBRS remains a high-growth, high-expectation investment where quarterly execution can produce enormous price swings, as demonstrated when shares dropped sharply following the company’s August earnings release despite management raising its annual outlook.

My working 12-month framework therefore puts $240-$300 as a reasonable base-case range, with approximately $120-$150 representing a bearish execution/valuation scenario and $350-$425 representing a strong-execution bull scenario.

Those ranges aren’t price targets or guarantees. They are a framework for measuring future results against the expectations embedded in the stock.

For investors already holding Cerebras, the central question isn’t simply whether artificial intelligence will continue growing.

It almost certainly will.

The more important question is whether Cerebras can convert its technological advantage, enormous customer agreements and rapidly expanding infrastructure footprint into durable revenue growth and ultimately durable profits.

If it can, CBRS could become one of the more important publicly traded AI infrastructure companies to emerge from this generation of the technology boom.

Disclosure: I currently hold a position in Cerebras Systems (NASDAQ: CBRS). This article reflects personal research and analysis and is provided for informational purposes only. It is not financial advice or a recommendation to buy or sell any security. Investing involves risk, including the possible loss of principal.

Enterprise Products Partners (EPD): High-Yield Stability Meets Measured Growth in 2026

Enterprise Products Partners L.P. (NYSE: EPD), one of the largest midstream energy operators in North America, continues to attract income-focused investors in 2026 with a combination of steady cash flows, a strong dividend track record, and modest but reliable growth prospects.

Power plant with cooling towers and electrical substation with transmission lines at sunset
A power plant surrounded by transmission towers during a vibrant sunset

Stock Performance and Current Price

As of late April 2026, EPD shares are trading in the mid-to-high $30 range (approximately $36–$38 per unit), slightly below analyst consensus targets near $39.50.

The stock has demonstrated resilience this year, gaining over 20% year-to-date amid improving fundamentals and renewed investor interest in energy infrastructure assets.

Despite some short-term volatility and minor earnings misses, the broader trend remains constructive, supported by stable demand for oil, natural gas liquids (NGLs), and export services.

Dividend Profile: A Core Income Play

Enterprise Products Partners remains a standout in the income investing space:

  • Annual distribution: ~$2.20 per unit
  • Quarterly payout: $0.55
  • Dividend yield: ~5.8%–6.0%
  • Dividend growth streak: 28 consecutive years

The company recently reaffirmed its quarterly distribution for 2026, reflecting a ~2–3% year-over-year increase, consistent with its conservative capital return strategy.

Unlike high-growth equities, EPD prioritizes distribution stability and coverage, maintaining payout ratios supported by strong operating cash flow.

Financial Strength and Operational Momentum

Recent earnings and operational data highlight steady performance:

  • Q1 2026 EBITDA: ~$2.7 billion
  • Operating income growth: +8%
  • Revenue beat expectations despite EPS miss

Enterprise’s diversified asset base spanning pipelines, storage, processing, and export terminals continues to generate predictable fee-based income, insulating the business from commodity price volatility.

Growth Outlook: Moderate in 2026, Stronger Beyond

Looking ahead, analysts expect measured growth in 2026, with stronger acceleration into 2027:

  • 2026 outlook: Transitional year with stable cash flow
  • 2027+: Potential double-digit EBITDA and cash flow growth as new projects come online
  • Capital projects pipeline: ~$6 billion in infrastructure investments

Wall Street forecasts also indicate gradual earnings expansion:

  • 2026 estimated earnings: ~$6.1B
  • 2027 estimated earnings: ~$6.8B

This positions EPD as a “slow compounder” rather than a high-growth equity ideal for long-term income portfolios.

Key Investment Highlights

MetricValue / Insight
Current Stock Price~$36–$38
Dividend Yield~5.8%–6.0%
Annual Distribution~$2.20
Dividend Growth Streak28 years
2026 Stock Performance~+20% YTD
EBITDA (Q1 2026)~$2.7B
Growth OutlookModerate 2026, stronger 2027+
Analyst Target~$39.50

Investment Thesis

Enterprise Products Partners continues to deliver on its core value proposition: reliable income with low volatility and gradual capital appreciation.

Bull Case:

  • Durable, fee-based midstream business model
  • Strong balance sheet and distribution coverage
  • High yield relative to broader equity markets
  • Visible long-term growth pipeline

Bear Case:

  • Limited near-term upside due to mature asset base
  • Slower dividend growth compared to peers
  • Sensitivity to energy demand cycles and interest rates

Bottom Line

For 2026, Enterprise Products Partners is best viewed as a defensive income vehicle rather than a growth stock. Investors seeking consistent yield and stability in uncertain markets may find EPD particularly attractive, while those pursuing aggressive capital gains may look elsewhere.

With a near-6% yield, a decades-long dividend track record, and improving long-term growth catalysts, EPD remains a cornerstone holding in the midstream energy sector.

Disclosure Statement

Disclosure: The author currently holds a position in Enterprise Products Partners L.P. (NYSE: EPD). This article is for informational purposes only and should not be considered financial advice. Investors should conduct their own due diligence or consult a licensed financial professional before making investment decisions.


References (APA Format)

Yahoo Finance. (2026). Enterprise Products Partners L.P. (EPD) stock price, news, and analysis. Retrieved May 2, 2026, from https://finance.yahoo.com/

MarketBeat. (2026). Enterprise Products Partners dividend history and yield. Retrieved May 2, 2026, from https://www.marketbeat.com/

Simply Wall St. (2026). Enterprise Products Partners distribution updates and analysis. Retrieved May 2, 2026, from https://simplywall.st/

Intellectia. (2026). Enterprise Products Partners starts 2026 strong with stock gains. Retrieved May 2, 2026, from https://intellectia.ai/

The Motley Fool. (2026). Energy dividend stocks outlook and analysis. Retrieved May 2, 2026, from https://www.fool.com/

Seeking Alpha. (2026). Enterprise Products Partners: Growth outlook and capital projects. Retrieved May 2, 2026, from https://seekingalpha.com/

WallStreetZen. (2026). EPD stock forecast and earnings projections. Retrieved May 2, 2026, from https://www.wallstreetzen.com/

Why NVIDIA Stock is a Smart Long-Term Investment

Despite recent volatility and short-term investor hesitation, NVIDIA (NASDAQ: NVDA) remains one of the strongest long-term investment opportunities in the global equity market. While the stock has experienced periods of consolidation and suppressed price action relative to its explosive growth, its financial performance, industry dominance, and forward cash flow trajectory suggest that current levels could represent a compelling entry point for long-term investors.


NVIDIA’s Financial Strength Remains Unmatched

NVIDIA’s growth over the past two years has been historic. The company reported $130.5 billion in fiscal 2025 revenue, up 114% year-over-year, along with net income of $72.9 billion, demonstrating extraordinary profitability.

This growth has accelerated further into fiscal 2026:

  • Q3 FY2026 revenue reached $57.0 billion, up 62% year-over-year.
  • Quarterly net income surged to $31.9 billion, representing exceptional margin strength.
  • NVIDIA expects continued momentum, projecting approximately $54 billion in quarterly revenue, indicating sustained demand.

This performance translates directly into massive operating cash flow potential. With operating margins above 60% in recent quarters and explosive AI-related demand, NVIDIA is converting an unusually high percentage of revenue into free cash flow.


AI Demand Is Still in Its Early Stages

The most critical investment thesis for NVIDIA is its central role in powering artificial intelligence infrastructure globally.

Major technology companies are expected to spend over $650 billion on AI infrastructure in 2026, benefiting NVIDIA directly as the primary supplier of advanced GPUs.

Additionally:

  • NVIDIA’s data center segment generated over $51 billion in quarterly revenue, driven primarily by AI demand.
  • Analysts project NVIDIA’s data center revenue alone could reach $300 billion annually by fiscal 2027, reflecting extraordinary long-term growth potential.

This positions NVIDIA not simply as a semiconductor company, but as the foundational infrastructure provider for the global AI economy.


Why the Stock Appears “Suppressed” Despite Strong Fundamentals

NVIDIA’s stock consolidation is primarily driven by macro and investor psychology not deteriorating fundamentals.

Key factors include:

1. Massive Prior Gains Created Consolidation Period

After rising over 1,000% in recent years, periods of sideways movement are normal as valuation multiples normalize.

2. Investor Concerns About AI Spending Sustainability

Some investors worry large capital expenditures from tech giants could reduce near-term cash flow.

However, these investments are directly fueling NVIDIA’s revenue growth.

3. Emerging Competition

Companies like AMD, Broadcom, and custom chips from hyperscalers are increasing competition, but NVIDIA maintains a dominant performance and software ecosystem advantage.


Estimated Cash Flow Comparison: NVIDIA vs Competitors (2026 Projection)

Based on revenue guidance, historical free cash flow margins, and analyst projections, NVIDIA is expected to dramatically outperform competitors in absolute cash flow generation.

CompanyEstimated 2026 RevenueEstimated FCF MarginEstimated 2026 Free Cash FlowAI Market Position
NVIDIA$240B–$280B45%–55%$110B–$150BDominant leader
AMD$45B–$60B20%–25%$9B–$15BStrong competitor
Broadcom$65B–$75B35%–40%$23B–$30BGrowing AI custom chips
Intel$55B–$65B10%–20%$6B–$12BRecovery phase
Qualcomm$42B–$48B25%–30%$11B–$14BMobile AI niche

Methodology:
Estimates derived from:

  • Company financial statements
  • Forward guidance
  • Historical free cash flow conversion ratios
  • AI growth projections

Competitive Advantage: NVIDIA’s True Moat Is Software, Not Just Chips

NVIDIA’s competitive edge extends beyond hardware into software ecosystems such as CUDA, which creates lock-in effects across millions of developers.

Additionally:

  • NVIDIA’s GPUs remain superior for training large AI models.
  • The company continues rapid innovation with new Blackwell and next-generation AI architectures.

This creates extremely high switching costs for customers.


Valuation Opportunity: Cash Flow Suggests Undervaluation

If NVIDIA generates $130 billion in annual free cash flow within the next 2–3 years, even a conservative valuation multiple of 30x FCF would imply:

Potential future valuation:

$130B × 30 = $3.9 trillion market cap

Compared to today’s lower valuation levels, this represents substantial upside potential.


Long-Term Investment Thesis: Why NVIDIA Remains a Buy

Key bullish factors:

1. AI Demand Is Still in Early Stages
Global AI adoption is accelerating, not slowing.

2. Massive Free Cash Flow Generation
Few companies in history have generated cash flow at NVIDIA’s scale.

3. Dominant Market Position
NVIDIA remains the undisputed leader in AI computing infrastructure.

4. Strong Shareholder Returns
The company has already returned $37 billion to shareholders through buybacks and dividends in FY2026 alone.

5. Long-Term Secular Tailwind
AI is expected to reshape every industry over the next decade.


Risks Investors Should Monitor

No investment is risk-free. Key risks include:

  • Increased competition from AMD, Broadcom, and hyperscalers
  • Government export restrictions
  • Potential slowdown in hyperscaler spending
  • Valuation volatility due to macroeconomic conditions

However, none of these risks currently undermine NVIDIA’s dominant position.


Conclusion: Suppressed Prices May Represent a Rare Opportunity

NVIDIA remains one of the most financially powerful and strategically positioned companies in the world. Despite short-term stock volatility, its explosive revenue growth, dominant AI position, and unprecedented free cash flow generation suggest that current price consolidation may represent one of the most attractive long-term entry opportunities available.

For investors with a multi-year horizon, NVIDIA remains a cornerstone asset in the AI-driven future economy.


Disclosure:
The author does not currently own, directly or indirectly, any shares, options, or other financial interests in NVIDIA Corporation (NASDAQ: NVDA) at the time of publication. This article is provided for informational and educational purposes only and does not constitute financial, investment, or trading advice. Investors should conduct their own research and consult with a licensed financial professional before making any investment decisions.

References

Barron’s. (2026, February). Nvidia stock rises. Broadcom is closing the AI chips gap. Retrieved from https://www.barrons.com

Barron’s. (2026, February). Nvidia stock pops. It should benefit from OpenAI spending. Retrieved from https://www.barrons.com

MarketWatch. (2026, February). Microsoft’s stock is cheaper than IBM’s for the first time in a decade. Retrieved from https://www.marketwatch.com

NVIDIA Corporation. (2025). NVIDIA announces financial results for fourth quarter and fiscal 2025. Retrieved from https://nvidianews.nvidia.com

NVIDIA Corporation. (2025). NVIDIA announces financial results for second quarter fiscal 2026. Retrieved from https://nvidianews.nvidia.com

NVIDIA Corporation. (2025). NVIDIA announces financial results for third quarter fiscal 2026. Retrieved from https://nvidianews.nvidia.com

NVIDIA Corporation. (2025). NVIDIA announces financial results for first quarter fiscal 2026. Retrieved from https://nvidianews.nvidia.com

Tom’s Hardware. (2025, December). Nvidia’s revenue skyrockets to record $57 billion per quarter. Retrieved from https://www.tomshardware.com


Mastering Dollar-Cost Averaging for Long-Term Wealth

For many investors, the most difficult part of building wealth in the stock market is not choosing the right company it is deciding when to invest. Market volatility, headlines, and fear of buying at the “wrong time” often cause investors to sit on the sidelines. Dollar-cost averaging (DCA) offers a straightforward solution to this problem, making it one of the easiest and most effective ways to ease into a stock position for long-term investing.

What Is Dollar-Cost Averaging?

Dollar-cost averaging is an investment strategy where an investor commits to investing a fixed dollar amount into a stock, exchange-traded fund (ETF), or mutual fund at regular intervals such as weekly, biweekly, or monthly regardless of the asset’s price.

Instead of investing a lump sum all at once, DCA spreads purchases over time. When prices are high, the fixed dollar amount buys fewer shares. When prices are low, the same amount buys more shares. Over time, this approach results in an average purchase price that reflects market fluctuations rather than a single entry point.

Why DCA Works for Long-Term Investors

1. Reduces Market Timing Risk
Trying to time the market consistently is extremely difficult, even for professionals. Dollar-cost averaging removes the pressure to predict short-term price movements. By investing consistently, investors participate in the market regardless of temporary highs or lows.

2. Eases Emotional Decision-Making
Emotions such as fear and greed often lead to poor investment decisions. DCA introduces discipline by turning investing into a routine process rather than a reaction to market news. This structure helps investors stay invested during periods of volatility, which are critical for long-term success.

3. Smooths Volatility Over Time
Markets are inherently volatile in the short term. DCA naturally takes advantage of price swings by purchasing more shares during market pullbacks. Over long periods, this can lower the average cost per share compared to investing all funds at a single market peak.

4. Encourages Consistent Investing Habits
Dollar-cost averaging aligns well with regular income cycles, such as paychecks. This makes it easier for investors to build positions gradually without waiting for large sums of capital. Consistency is a key driver of long-term portfolio growth.

Why DCA Is Ideal for Easing Into a Stock Position

For investors initiating a new stock position, especially in a volatile or uncertain market, DCA provides a measured and controlled entry. Rather than committing all capital at once, investors can scale into the position over months or even years, allowing the investment thesis to play out while limiting short-term downside risk.

This approach is particularly effective for:

  • Long-term growth stocks
  • Broad market ETFs
  • Retirement and taxable investment accounts
  • Investors new to the market or returning after a pullback

Long-Term Results Matter More Than Perfect Timing

While lump-sum investing can outperform in steadily rising markets, dollar-cost averaging shines when volatility is present an increasingly common feature of modern markets. More importantly, DCA helps investors stay invested, which historically has mattered far more than finding the perfect entry point.

Over time, markets have demonstrated an upward bias driven by earnings growth, innovation, and economic expansion. Dollar-cost averaging allows investors to participate in that long-term trend without the stress of short-term market noise.

The Last Word

Dollar-cost averaging is not about maximizing short-term gains it is about building wealth steadily and responsibly. By reducing timing risk, minimizing emotional mistakes, and encouraging consistent participation, DCA stands out as one of the simplest and most effective strategies for easing into a stock position and staying committed to long-term investing goals.

For investors focused on patience, discipline, and long-term growth, dollar-cost averaging remains a proven and accessible strategy in any market environment.