Neocloud Stocks in 2026: 10 AI Infrastructure Companies Compared Across GPUs, Power, Revenue, Contracts and Cash Flow
The AI infrastructure boom is creating two different investment opportunities: companies selling AI computing capacity and companies supplying the power, buildings and high-density data centers needed to operate it.
Both may benefit from rising demand for artificial intelligence. But they capture that demand in fundamentally different ways.
A GPU cloud provider must earn sufficient revenue from its computing hardware to cover operating expenses, financing costs and eventual hardware replacement. A data-center landlord must deliver suitable facilities, secure reliable electricity and collect enough rent to justify construction and financing.
That distinction matters more than almost any headline about megawatts or multibillion-dollar contracts.
In this research report, Be The Investor examines 10 companies across the neocloud and AI infrastructure ecosystem, including CoreWeave (CRWV), Nebius (NBIS), IREN, Galaxy Digital (GLXY), Applied Digital (APLD), Hut 8 (HUT), TeraWulf (WULF), Core Scientific (CORZ), Cipher Digital (CIFR) and privately held Crusoe.
1. What Is a Neocloud, and Why Does the Definition Matter?
A neocloud is a specialized computing provider focused on GPU-intensive workloads, including AI model training, inference, machine learning and high-performance computing.
Neocloud operators typically combine access to accelerators with networking, storage, orchestration software and customer support.
The economics differ from traditional software subscriptions.
Compute infrastructure must be built or leased before its full revenue potential can be realized. The hardware becomes subject to depreciation and technological obsolescence, while utilization and customer pricing determine how efficiently the assets earn money.
The broader AI infrastructure ecosystem contains three categories.
Category A: Direct AI Cloud Platforms
CoreWeave and Nebius provide relatively direct exposure to demand for accelerated computing services.
Their central questions concern GPU economics, utilization, pricing, customer retention, financing and cash generation.
Category B: Hybrid Cloud and Infrastructure Operators
IREN combines AI cloud services with physical infrastructure and a legacy Bitcoin mining business.
Other participants may operate across several infrastructure layers, making segment-level financial disclosures especially important.
Category C: Power, Colocation and Data-Center Developers
Galaxy, Applied Digital, Hut 8, TeraWulf, Core Scientific and Cipher Digital have substantial exposure to facilities, power access, high-density hosting or leasing.
These companies may benefit from AI infrastructure growth without necessarily owning all the GPUs operating inside their buildings.
Their risks concentrate around construction, delivery, tenant credit quality, financing and returns on capital.
Selected company earnings releases (2026). IREN figure reflects the research snapshot and requires source-period reconciliation before publication.
2. The 10-Company Comparison
CompanyTickerMain Economic ExposurePrimary Investor Risk CoreWeaveCRWVAI cloud computeCapital intensity, financing and GPU economics NebiusNBISFull-stack AI cloudScaling profitability and capital expenditure IRENIRENAI cloud and infrastructureTransition risk, investment needs and legacy exposure Galaxy DigitalGLXYData-center leasing and digital assetsConstruction, financing and diversified exposure Applied DigitalAPLDHPC data-center development and servicesLeverage, losses and complex revenue mix Hut 8HUTPower-led AI infrastructureProject execution and financing TeraWulfWULFHPC facilities and energy-backed infrastructureDelivery schedules and customer concentration Core ScientificCORZHigh-density colocationConversion of leased MW into billable MW Cipher DigitalCIFRAI data-center developmentPipeline realization and project funding CrusoePrivateVertically integrated AI infrastructurePrivate-market valuation and capital requirements
These are business-model classifications, not expected-return rankings.
3. CoreWeave: The Scale Leader With a Financing Question
CoreWeave reported second-quarter 2026 revenue of $2.575 billion, compared with $1.212 billion in the prior-year quarter.
It also reported approximately $104 billion in revenue backlog as of June 30.
During the quarter, active power expanded to approximately 1.5 GW and contracted power reached approximately 3.7 GW.
These figures make CoreWeave one of the clearest examples of extraordinary demand for AI computing infrastructure.
But the income statement tells a more complicated story.
The company reported a $49 million operating loss and a $626 million net loss. Net interest expense was $640 million.
Adjusted EBITDA reached $1.51 billion, but adjusted EBITDA is not equivalent to cash available for shareholders.
This is the central tension in CoreWeave's investment case.
The company has established considerable revenue scale and contracted demand, yet investors must determine how much future revenue ultimately converts into free cash flow after financing, capital investment and hardware economics.
What Would Improve the Investment Thesis?
Sustained revenue growth accompanied by better GAAP operating performance, lower financing burden relative to revenue and stronger cash conversion.
What Would Weaken It?
Delivery delays, weaker hardware utilization, pricing pressure, increased borrowing costs or growing capital requirements without proportionate cash returns.
Investor question: Is CoreWeave building a durable AI cloud franchise, or will the capital needed to serve demand absorb too much of the economics?
CoreWeave second-quarter 2026 results. Revenue, adjusted EBITDA, net interest expense and net loss are different measures.
4. Nebius: Fast Growth Meets Heavy Infrastructure Investment
Nebius reported approximately $582.3 million in second-quarter 2026 consolidated revenue, compared with $105.1 million a year earlier.
The revenue expansion is substantial.
However, the company also reported an operating loss of approximately $175.9 million.
Its cash-flow statement showed approximately $5.66 billion of purchases of property, equipment and intangible assets in the second quarter.
Nebius also reported approximately $8.04 billion in cash and cash equivalents at June 30.
The figures illustrate an investment program on a much larger scale than current quarterly revenue.
It would be incorrect to assume that every dollar of capital expenditure is attributable solely to GPU purchases, or that the recent spending pace will necessarily continue indefinitely.
Nevertheless, the disparity between operating revenue and capital deployed deserves close attention.
What Makes Nebius Different?
Nebius is building a broader AI cloud platform rather than functioning solely as a passive owner of data-center buildings.
The company must create an attractive service offering while expanding physical capacity.
Success depends on both infrastructure execution and customer adoption.
Investor question: Can rapidly rising revenue eventually support the company's large capital base without requiring continually accelerating financing?
5. IREN: Measuring the Transition From Bitcoin to AI Cloud
IREN's fiscal 2026 results provide a particularly useful example of why segment-level analysis matters.
The company reported:
- AI cloud services revenue of $128.8 million.
- Bitcoin mining revenue of $578.2 million.
- Total annual revenue of $707.0 million.
- GAAP net loss of approximately $702.6 million.
AI cloud revenue increased from $16.4 million in fiscal 2025 to $128.8 million in fiscal 2026.
That is strong expansion from a relatively small base.
But Bitcoin mining remained the larger reported revenue component for the full year.
The net loss also reflected substantial noncash impairments associated largely with Bitcoin mining hardware being retired during the transition.
A more accurate analysis should therefore examine reported earnings, adjusted metrics, cash spending and segment revenues separately.
The Investment Debate
IREN may gain exposure to a higher-value computing market as more of its infrastructure supports AI workloads.
However, the speed and cost of that transition remain decisive.
Investor question: Will future AI cloud earnings justify the investment needed to convert and expand the company's infrastructure?
IREN fiscal 2026 results; annual revenue by reported business category.
6. Galaxy Digital: A Real-World Case Study in Converting Power Into Rent
Galaxy's Helios campus provides an unusually clear case study of infrastructure economics.
During 2026, Galaxy completed delivery of Phase I to CoreWeave.
The first phase provided approximately 200 MW of gross power and 133 MW of critical IT load.
Across the three contracted phases, CoreWeave committed to 526 MW of critical IT load under 15-year leases.
Galaxy's August 2026 reporting indicated that Phase I had entered revenue-generating operation and was expected to produce approximately $80 million of quarterly leasing revenue beginning in the third quarter, based on contracted payments.
For the full committed 526 MW, Galaxy described anticipated average annual revenue exceeding $1.2 billion.
That larger amount depends on subsequent infrastructure delivery and the contractual assumptions described by management.
Why the Distinction Matters
At the end of the second quarter, the 133 MW first phase had been delivered.
The remaining 393 MW of committed critical IT load represented future capacity associated with subsequent phases.
A company should not receive the same risk assessment for capacity already generating rent as for capacity that still requires construction.
Galaxy also has substantial digital-asset operations outside data centers.
Consequently, its total market capitalization or consolidated financial results cannot be attributed exclusively to the Helios project.
Investor question: How much incremental equity value will emerge from the completed phases after project debt, remaining investment and operating obligations?
7. Applied Digital: Rapid Reported Growth, but What Is Recurring?
Applied Digital reported its fiscal first-quarter 2027 results on October 7, 2026.
Revenue reached $341.9 million, increasing 322% from the prior-year period.
The company also reported a $221 million GAAP net loss attributable to common shareholders.
Adjusted EBITDA was $64.4 million.
As of August 31, Applied Digital reported approximately $3.7 billion in cash, cash equivalents and restricted cash, alongside approximately $6.4 billion in debt.
These numbers are significant, but the composition of revenue is especially important.
The quarter included substantial tenant fit-out service revenue and revenue associated with GPU hardware sales.
The company separately disclosed $65.8 million of base rental revenue and $13.3 million of tenant recoveries.
That means investors should not automatically annualize total quarterly revenue and treat it all as recurring long-term rent.
A Better Way to Analyze Applied Digital
Separate recurring data-center rent from construction-related services, tenant reimbursements and other activities.
Then compare contracted future rent against the cost of delivering the underlying buildings.
Investor question: Can stable leasing income grow sufficiently to support debt obligations and ultimately produce attractive returns for common shareholders?
8. Hut 8: The Power-First Infrastructure Model
Hut 8 reported approximately 949 MW of contracted AI data-center IT capacity in its August 2026 second-quarter update.
The company associated those commitments with approximately $26.6 billion in expected aggregate base-term contract value and more than $1.75 billion in expected average annual net operating income.
It also described $7.5 billion of investment-grade project financing secured to date.
These figures demonstrate the scale of its infrastructure ambitions.
However, contracted capacity and expected operating income do not represent completed, fully cash-generating facilities.
Hut 8 identified initial data hall delivery targets in 2027 for its River Bend and Beacon Point projects.
The Main Valuation Question
The investment case hinges on timely delivery and whether the economics remaining after project financing, maintenance requirements and other obligations justify the valuation of the equity.
Net operating income at the project or property level is not equivalent to consolidated net income or free cash flow to shareholders.
Galaxy Helios Phase I release dated July 6, 2026; delivery stages differ.
9. TeraWulf: Why an Extra 500 MW Is Not Immediate Revenue
TeraWulf reported second-quarter 2026 revenue of approximately $44.8 million, including $31.9 million of HPC lease revenue.
It also reported 102 MW of revenue-generating critical IT capacity online at Lake Mariner, with additional capacity under construction.
On October 5, 2026, TeraWulf announced an amended power agreement increasing contracted power capacity at its Muskie campus from 500 MW to 1 GW.
This is an important commercial development.
But the capacity expansion is not equivalent to another 500 MW immediately generating revenue.
The first phase is targeted to begin ramping in 2028. Delivery of the second 500 MW phase is planned for 2029, subject to regulatory approval and utility construction schedules.
The Investor Lesson
Future power access can increase development potential and help attract customers.
It does not eliminate permitting, construction, financing or customer-commitment risk.
Investor question: Can TeraWulf repeatedly convert electricity arrangements into fully financed, leased and operating facilities?
10. Core Scientific: The Difference Between Leased and Billable Power
Core Scientific offers one of the clearest illustrations of the transition from contracted infrastructure to recognized revenue.
Its second-quarter 2026 update described approximately 1.1 GW of leased customer power capacity.
By mid-July, it reported billing approximately 437 MW.
The company associated that billed capacity with approximately $635 million in average annualized colocation GAAP revenue.
This distinction is fundamental.
Leased capacity represents customer commitments. Billable capacity represents leased infrastructure for which service has commenced and billing is active.
The difference between them shows how much contracted capacity still needs to move through the delivery process.
Core Scientific also announced agreements with AMD relating to approximately 530 MW across several locations, with further development potential.
Investor question: How efficiently will Core Scientific convert leased megawatts into recurring revenue while controlling construction and financing costs?
Core Scientific Q2 2026 earnings release; leased capacity includes capacity not yet billing.
11. Cipher Digital: Early Rent and a Much Larger Future Pipeline
Cipher Digital's August 2026 business update described the initial delivery of data-center capacity at Black Pearl.
The company indicated that rent had commenced at the location.
That marks progress from development into the revenue-generating stage.
The same announcement disclosed an option for an additional development site near San Antonio with potential capacity of up to 900 MW.
This illustrates the need to distinguish three separate categories of value.
The first is capacity already generating rent.
The second is contracted infrastructure that still requires delivery.
The third is development potential that may depend on future approvals, construction and customer demand.
For the second quarter, Cipher reported approximately $25 million in revenue and negative $30 million in adjusted EBITDA.
Why Scale Can Be Misleading
A potential 900 MW site is not economically equivalent to 900 MW of leased, completed and billed capacity.
Investors must assess the probability, timing and cost of converting that potential into cash flow.
12. Crusoe: The Private-Market Benchmark
Crusoe provides a private-company comparison to the public neocloud and infrastructure operators.
On September 17, 2026, Crusoe announced the initial closing of an anticipated $3.9 billion Series F financing at a $30.9 billion post-money valuation.
It also reported more than $140 billion in total contracted value across its vertically integrated platform.
This is a useful demonstration of the enormous amounts of private capital entering AI infrastructure.
However, the reported contracted value should not be compared directly with public-company revenue or recognized cash flow.
Different contractual definitions, periods, delivery requirements and business activities may be involved.
The announced private funding valuation is also not equivalent to a current publicly tradable market capitalization.
Investor question: Do private infrastructure financing terms indicate durable economics, or do they reflect exceptional capital-market expectations for future AI demand?
Crusoe remains privately held and is not directly purchasable through a normal exchange-listed stock.
13. The Most Important Formula: From Megawatts to Cash Returns
A useful AI infrastructure investment framework follows six economic stages.
Secured power → funded construction → operating IT capacity → customer billing → operating cash flow → shareholder value
Skipping a stage can produce unrealistic valuations.
Consider a hypothetical data-center development involving 200 MW of critical IT capacity.
Assume annual rental revenue of $1.5 million per MW.
That implies $300 million of annual revenue when the full capacity is operational and billable.
Assume an illustrative 70% project-level operating cash margin before interest, taxes and replacement spending.
That produces $210 million of project-level operating cash before those additional deductions.
But suppose construction requires $2 billion of investment and is financed partly with debt.
The final return to shareholders depends on interest, financing terms, additional capital needs, maintenance, taxes and the timing of construction.
The headline $300 million revenue figure alone does not establish whether the investment is attractive.
This is the difference between forecasting infrastructure demand and underwriting an investment.
14. Why Revenue Per Megawatt Can Be Dangerous
Not every company's megawatt metric measures the same physical or commercial asset.
Gross power typically includes facility-level consumption beyond the computing equipment itself.
Critical IT load focuses on power delivered to computing infrastructure.
Contracted capacity, operating capacity and billable capacity refer to different development and commercialization stages.
Likewise, cloud revenue and landlord rent are different financial products.
A cloud provider selling GPU compute may generate much more reported revenue per unit of facility power than the landlord leasing the building.
But the cloud provider may also bear hardware purchases, accelerated depreciation, utilization risk and larger financing obligations.
Therefore, a cross-company revenue-per-megawatt ranking is unreliable unless the power definitions, revenue periods and economic responsibilities are normalized.
15. The Five Risks Investors Should Monitor
Financing and Dilution
Construction, GPU acquisition and infrastructure expansion often require substantial external capital.
Debt and shareholder dilution can weaken equity returns even when revenues increase.
Customer Concentration
Large contracts provide visibility but create dependency on a small number of major counterparties.
Technology Replacement
GPU owners face the risk that newer hardware reduces the commercial value of existing assets.
Grid and Construction Delays
Securing a power agreement does not mean electricity is already available at the required site and delivery date.
Valuation Expectations
Investors may pay for growth years before the corresponding cash flow arrives.
A strong operating business can still be a poor investment when the entry valuation embeds excessively optimistic assumptions.
16. How to Evaluate These Stocks Every Quarter
A repeatable investment process should track:
CategoryKey question RevenueWhat portion is recurring and commercially sustainable? ContractsWhat has been signed, and what remains conditional? PowerHow much is approved, energized, delivered and billable? GPUsWho owns the hardware and bears replacement costs? Capital spendingHow much further investment is required? Balance sheetWhat debt, interest and refinancing obligations remain? DilutionIs per-share value growing alongside the company? Cash flowWhen does investment spending begin producing cash returns? ValuationHow much future success is already reflected in the stock price?
For detailed company research, investors can use the BTI Stock Directory and Stock Valuation Calculator.
17. Frequently Asked Questions
What are the best neocloud stocks in 2026?
The answer depends on the investor's preferred exposure and valuation. CoreWeave and Nebius are more directly associated with AI cloud services, while infrastructure developers offer different exposure to facilities and electricity. This report does not establish an expected-return ranking.
Is CoreWeave the same type of business as Galaxy Digital?
No. CoreWeave provides AI cloud computing services. Galaxy's Helios operation supplies data-center infrastructure under lease agreements. Their capital obligations and revenue models are substantially different.
Can former Bitcoin mining companies become AI data-center operators?
Some have already begun offering HPC infrastructure, cloud services or long-term leasing. Investors should measure the actual revenue transition rather than treating a strategic announcement as completed execution.
Does a $20 billion AI contract mean $20 billion of revenue today?
No. Contract values generally relate to future periods and may be subject to service-delivery requirements. Recognition depends on contractual and accounting conditions.
Why are neocloud stocks risky?
The combination of expensive infrastructure, concentrated customer demand, technology changes, financing exposure and high growth expectations can produce substantial volatility.
Which matters more, GPUs or electricity?
They are complementary inputs, but economic value depends on the business model. Power access can be scarce, while GPU utilization and replacement costs determine the economics of cloud computing services.
18. Final Investment Conclusion
The neocloud sector is not one homogeneous investment opportunity.
CoreWeave and Nebius offer relatively direct exposure to growing demand for AI computing services.
IREN provides a hybrid transition case.
Galaxy, Hut 8, Applied Digital, TeraWulf, Core Scientific and Cipher Digital offer variations on the power-backed infrastructure and leasing model.
Crusoe illustrates the scale of private capital competing in the same market.
The central lesson is that infrastructure announcements should be translated into economic evidence.
BTI Research Verdict: The most important AI infrastructure metric is not announced gigawatts or contract value. It is sustainable cash flow generated per dollar of capital invested, adjusted for financing, execution and customer risk.
A company can win enormous contracts while delivering weak shareholder returns.
Another company can operate a smaller infrastructure portfolio but create better economic value through disciplined investment, dependable tenants and stronger cash conversion.
Investors should therefore focus on the quality of contracted earnings, the timeline to operation and the capital structure supporting each project.
Executive Summary: Five Findings That Matter
1. AI demand is becoming visible in major customer commitments. CoreWeave reported approximately $104 billion in revenue backlog at the end of June 2026. The figure signals substantial contracted business, but it does not represent realized earnings or guaranteed cash flow.
2. Electricity and deliverable IT load are distinct assets. Galaxy delivered 133 MW of critical IT load to CoreWeave at Helios Phase I, while its broader committed capacity spans 526 MW across three phases. Power approved for a site should not be confused with customer capacity already operating.
3. Direct cloud revenue can coexist with large accounting losses. CoreWeave generated $2.575 billion in second-quarter revenue but reported a $626 million net loss. Financing costs are particularly important in this business model.
4. Former Bitcoin infrastructure operators are not all transitioning at the same speed. IREN reported $128.8 million of AI cloud revenue for fiscal 2026 against $578.2 million of Bitcoin mining revenue. A strategic transition is not the same as a completed revenue transformation.
5. Capital structure may determine shareholder returns as much as demand. Companies with strong contractual pipelines can still face dilution, substantial interest expense, construction risk or negative free cash flow.
BTI Research Thesis: The critical competitive advantage in AI infrastructure is not simply owning GPUs or announcing gigawatts. It is controlling scarce resources, securing reliable counterparties and generating attractive cash returns after all capital requirements.
Nebius Adds Inference Technology, but Valuation Leaves Little Margin
IREN's AI Expansion Makes Financing Discipline the Key Variable
Applied Digital's Growth Surges, but Debt and Execution Still Matter
Primary Research Sources
- CoreWeave Q2 2026 results
- Nebius Q2 2026 financial filing
- IREN fiscal 2026 results
- Galaxy Q2 2026 results
- Applied Digital October 7, 2026 results
- Hut 8 Q2 2026 results
- TeraWulf Q2 2026 results
- TeraWulf October 5, 2026 announcement
- Core Scientific Q2 2026 results
- Cipher Digital Q2 2026 update
- Crusoe September 2026 financing announcement
Educational and analytical research only. Not an investment recommendation. Reported financial results, management expectations, hypothetical calculations and investment interpretations should be treated as distinct categories of evidence.