Leeway Research

Research · September 2026 · 11 min

The Price of Firm Power: Where the AI Electricity Build-out Distributes Returns

The assessment is produced by a discussion among several models, with continuous fact-checking and research. Jump to the method

AI electricity demand is real. For investors, however, the decisive question is not the number of additional megawatts alone, but who pays for firm capacity, who must provide it by contract and who has a legal claim on the resulting returns.

The Thesis at a Glance

  • Demand is not the only constraint: The relevant question is how much of the new data-centre load requires firm capacity during the limited hours of peak scarcity.
  • Contracts can change the economics: Interruptible load, minimum bills, prepayments and collateral transfer risk from the network to the large electricity user.
  • Selection matters more than theme exposure: Regulated networks, rotating equipment with genuine service revenue and specialist project delivery have more resilient earnings sources than pure scarcity premiums.
  • The principal risk is a correlated sell-off: A weaker investment guide or tighter financing conditions can affect power, equipment, data-centre and uranium equities together even when physical volumes continue to grow.

Firm capacity

Interruptible computing load can reduce the need for expensive reserve capacity without reducing demand for computing.

Funding

Greater reliance on external financing makes large buyers’ investment plans more sensitive to credit spreads and capital-market access.

Selection before beta

The more plausible return source is a shift toward contracted, recurring and difficult-to-replace earnings.

The analysis

The data-centre, grid and dispatchable-generation build-out remains a real investment cycle. The narrower investment question is which parts of that cycle retain their returns when the market no longer rewards every demand forecast with a higher valuation multiple.

This analysis separates physical scarcity from economic scarcity. Transformers, turbines and connections may be scarce. Their owners receive sustained excess returns only where contracts, regulation and financing do not transfer those returns to customers, governments or capital providers.

The preferred approach is not a wager against electricity demand. It favours earnings that can persist when capacity premiums normalise: regulated rate base, OEM service for rotating equipment, qualified project teams, difficult-to-replace resources and long-term contracted gas infrastructure.

The Argument

Not every additional megawatt has the same value

Capacity markets and grids are often set by a limited number of hours with extreme demand. For part of training and batch workloads, reducing load in those hours may be cheaper than paying scarcity prices. If utilities contract for that flexibility and recognise it in planning, the firm-capacity requirement per installed megawatt falls.

That would not represent disappointment in AI demand. It would change the distribution of returns. Peaking generation owners and highly valued equipment suppliers would retain less of the expected scarcity premium, while contractually funded network investment could continue.

Legal entitlement matters more than visible scarcity

A scarce object is not automatically an attractive equity investment. The valuable part of the chain is where a listed minority shareholder has a durable claim on the return. This favours regulated networks with funded investment bases and service revenue from rotating equipment, where replacement parts and long-term maintenance agreements can be genuinely OEM-specific.

The same logic is weaker for static grid equipment. Maintenance and project work are often competitive. Governments, customer prepayments and private infrastructure lenders can also secure the most profitable bottlenecks in advance. Physical scarcity then remains, but the accessible equity return is smaller.

Funding is the earliest stress test

Multiple compression need not wait for physical demand to fall. Higher funding costs or a more cautious investment guide can reach orders with a delay and reprice the whole group together.

The largest cloud providers fund a growing share of investment through bonds, project vehicles and private credit structures. This is not in itself a crisis signal. It does make credit spreads, project-finance costs and data-centre funding terms earlier indicators of deferred orders.

A correction is therefore more likely to be triggered by one large buyer’s investment guide or a visible rise in funding costs than by a technical change to a grid forecast. The portfolio decision should be set in advance: examine higher-quality, contracted earnings during a broad sell-off rather than wager on the precise trigger.

Returns migrate within the value chain

The base case is a transition from visible equipment scarcity toward activities that remain scarce for longer or can protect returns contractually. These include regulated networks, turbine and rotating-equipment service, high-voltage installation and commissioning, and selectively the fuel cycle, copper and contracted gas infrastructure.

The negative positions are not directed against the build-out itself. They address capacity and equipment premiums that require exceptional scarcity to persist, and data-centre developers dependent on credit markets. High volatility, takeovers and new contracts require small positions and defined risk.

The Earnings Chain

The ranking follows certainty of returns, not physical scarcity alone.

RankLayerRationale for margin capture
1Regulated transmission networksA funded investment base and regulated return can support growth even if scarcity rents elsewhere decline.
2Rotating-equipment serviceLong-term maintenance and replacement parts can create recurring, OEM-adjacent earnings for turbines and similar equipment.
3Project delivery and commissioningQualified electrical teams and commissioning specialists take time to develop and determine project schedules.
4Qualified supply and heavy componentsFuel-cycle and heavy-component suppliers may be protected by licensing and security requirements, but remain exposed to policy.
5Difficult-to-replace resourcesCopper and selected fuels require long development and permitting cycles, although equity returns still depend on prices and policy.
6Long-term contracted energyFee-based LNG infrastructure and low-cost gas provide a more direct earnings link than a short-term oil-price wager.

The weakest position is where earnings depend on a scarcity premium that can be changed administratively or on continual access to capital markets.

Current Market Valuation

The focus is not on what will happen, but on what valuation current prices already assume, and where those assumptions would fail.

In the early 2030s, electricity may be the scarcer and more politically administered input to increasingly inexpensive computing in many regions. Large computing loads are likely to be treated more like industrial customers, with minimum bills, prepayments, collateral, contributions to grid costs and, where suitable, interruptibility.

Equipment capacity may ease progressively from 2027. Labour, permitting, water rights and social consent should remain constrained for longer. Returns should therefore shift from fabrication toward project capability, legally protected infrastructure, resources and skilled labour. Regulation, states and private capital providers will capture part of those returns.

The stock recommendations in this analysis

The selection groups companies by their economic role in the power build-out. Ratings shown on company cards come from Leeway’s general equity analysis and are independent of this research theme.

The Business-Rating scores the quality of the business model, independent of the share price. The Market-Fit-Rating tests eighteen fundamental figures for how well the company currently fits the market; a negative reading implies expected negative performance. The Cycle-Rating places the valuation in the stock’s own history: a higher figure means the shares are historically cheaper. The Leeway-Score combines the three in equal parts. How the ratings are calculated

The recommendations since publication

Not enough trading sessions have elapsed since publication to compute a consistent performance series.

Regulated networks with funded returns

Long

Networks are preferred for contractually and regulatorily defined returns, not for short-term electricity-price optionality.

Terna S.p.A.

TRN.MI · Utilities · 19bn EUR

Long

Role in thesis: Regulated Italian transmission networks with a growing investment base.

Investment case: Terna combines permitted grid investment with a regulated earnings model and is therefore less dependent on short-term capacity prices.

Position and invalidation

Position: Terna is a core regulated-network position and may be more attractive after a broad power-theme sell-off.

What to watch: Watch allowed returns, funding for the investment plan and long-term interest rates.

Invalidation risk: Regulatory changes, higher rates or heavily dilutive funding could impair expected returns.

Leeway Rating

General scores - independent of the research topic

Leeway Score66.4/100

  • Business Rating 60.0
  • Market-Fit Rating Trend+575.2
  • Cycle Rating 64.2

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Power Grid Corporation of India

POWERGRID.NSE · Utilities · 2474bn INR

Long

Role in thesis: Regulated transmission network in a potential growth location for computing.

Investment case: Power Grid Corporation of India combines a large regulated asset base with India’s potential importance for energy-intensive, less latency-sensitive workloads.

Position and invalidation

Position: This is a long-term network position best built when Indian rates and the currency are relatively stable.

What to watch: Watch the share of regulated projects, tender discipline and government capital allocation.

Invalidation risk: State influence, currency risk and competitive tendering limit comparability with Western network operators.

Leeway Rating

General scores - independent of the research topic

Leeway Score35.7/100

  •    
  • Market-Fit Rating 71.6
  • Cycle Rating 35.3

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Rotating equipment with service revenue

Long

The service case is stronger for turbines than for static grid equipment because parts and long-term agreements are better protected.

Mitsubishi Heavy Industries

7011.TSE · Industrials · 12614bn JPY

Long

Role in thesis: Turbine supplier with service revenue, defence and nuclear optionality.

Investment case: Mitsubishi Heavy Industries combines a growing installed turbine base with maintenance and parts revenue that can outlast the equipment cycle.

Position and invalidation

Position: The stock suits a selective service-and-industrial position, preferably after a correction rather than further multiple expansion.

What to watch: Watch large-turbine order intake, service revenue, margins and Japanese energy and defence policy.

Invalidation risk: The group has already re-rated materially, while weaker order intake or delayed Japanese reactor restarts would challenge the case.

Leeway Rating

General scores - independent of the research topic

Leeway Score29.9/100

  •    
  • Market-Fit Rating 73.2
  • Cycle Rating 16.5

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Project delivery and qualified labour

Long

Electrical installation, commissioning and technical services become attractive where scarce teams are visible in contracts and margins.

Kandenko Co., Ltd.

1942.TSE · Industrials · 1120bn JPY

Long

Role in thesis: Japanese specialist in electrical installation and project delivery.

Investment case: Kandenko serves data centres, semiconductor facilities and grid renewal, benefiting when qualified teams determine project schedules.

Position and invalidation

Position: This is a long-term execution-layer holding, not a position for short-term project announcements.

What to watch: Watch operating margins, utilisation, wage trends and progress in capital allocation and governance.

Invalidation risk: Labour inflation, limited liquidity and an inability to pass costs through to clients remain important risks.

Leeway Rating

General scores - independent of the research topic

Leeway Score16.3/100

  •    
  • Market-Fit Rating Trend−1227.8
  • Cycle Rating 21.1

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Bravida Holding AB

BRAV.ST · Industrials · 29bn SEK

Long

Role in thesis: Nordic provider of technical installation and recurring services.

Investment case: Bravida combines project capability with a service business and can benefit from grid and data-centre investment without depending exclusively on it.

Position and invalidation

Position: The stock is a smaller European execution position and becomes more attractive during further construction weakness.

What to watch: Watch the recurring-service share, construction conditions and gross-margin development.

Invalidation risk: A weak Nordic construction cycle or unpassed wage inflation could outweigh infrastructure and service advantages.

Leeway Rating

General scores - independent of the research topic

Leeway Score25.4/100

  • Business Rating 37.0
  • Market-Fit Rating Trend+519.9
  • Cycle Rating 19.2

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Difficult-to-replicate supply

Long

Resources, the fuel cycle and heavy components are structurally constrained but investable only selectively and with political risk.

Antofagasta plc

ANTO.LSE · Basic Materials · 39bn GBP

Long

Role in thesis: Copper producer expressing the long-duration build-out through resources.

Investment case: Large new copper mines require long permitting and construction periods. Antofagasta therefore provides exposure to an offer side that is difficult to expand.

Position and invalidation

Position: Build the position on copper weakness or China-demand concerns, rather than on short-term AI headlines.

What to watch: Watch the copper price, investment cycle, water availability and political intervention in Chile.

Invalidation risk: The stock remains sensitive to China, the global industrial cycle and Chilean water, tax and permitting policy.

Leeway Rating

General scores - independent of the research topic

Leeway Score33.2/100

  • Business Rating 24.0
  • Market-Fit Rating Trend+755.6
  • Cycle Rating 20.0

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Cameco Corporation

CCO.TO · Energy · 61bn CAD

Long

Role in thesis: Qualified provider in the Western nuclear fuel cycle.

Investment case: Long-term utility contracts and the Westinghouse interest link Cameco to a supply chain protected by security and policy considerations.

Position and invalidation

Position: Cameco is a buy-the-drawdown position and should not be treated as a short-term momentum trade.

What to watch: Watch long-term contracting, reactor schedules, supply conditions and policy on security of supply.

Invalidation risk: Uranium equities remain sentiment-driven. Delayed reactor projects or increased supply could materially affect the valuation.

Leeway Rating

General scores - independent of the research topic

Leeway Score46.3/100

  • Business Rating 55.0
  • Market-Fit Rating Trend+1180.2
  • Cycle Rating 3.8

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Japan Steel Works

5631.TSE · Industrials · 538bn JPY

Long

Role in thesis: Specialist in heavy forgings for nuclear power and defence.

Investment case: Japan Steel Works offers a rare listed route to heavy components whose worldwide capacity is slow to expand.

Position and invalidation

Position: Keep the stock as a small satellite holding within a diversified allocation to hard-to-replicate components.

What to watch: Watch nuclear and defence orders, segment margins and the performance of other businesses.

Invalidation risk: Earnings are project-dependent and volatile, while other divisions dilute the direct connection to the forgings business.

Leeway Rating

General scores - independent of the research topic

Leeway Score12.9/100

  •    
  • Market-Fit Rating 8.8
  • Cycle Rating 30.1

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Contracted and low-cost energy

Long

The preferred energy positions combine long-term contracts or low costs with less dependence on the short-term oil price.

Cheniere Energy

LNG.US · Energy · 60bn USD

Long

Role in thesis: Long-term contracted LNG infrastructure rather than a short-term commodity wager.

Investment case: Predominantly fee-based contracts insulate much of Cheniere’s revenue from gas-price volatility and retain a link to long-term gas demand.

Position and invalidation

Position: Cheniere suits an infrastructure allocation rather than a speculative view on the gas price.

What to watch: Watch contract coverage for new capacity, regulatory decisions and global LNG supply.

Invalidation risk: New global LNG supply, weaker terms for uncontracted capacity or tighter export policy could change the long-term earnings outlook.

Leeway Rating

General scores - independent of the research topic

Leeway Score46.3/100

  •    
  • Market-Fit Rating 66.8
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Tourmaline Oil

TOU.TO · Energy · 24bn CAD

Long

Role in thesis: Low-cost Canadian gas producer with a long-duration supply option.

Investment case: Tourmaline combines a low cost base with access to growing export and power markets, making it more appropriate than a short-term oil-price trade.

Position and invalidation

Position: This is a multi-year gas-cycle position that is more attractive during weakness in regional gas prices.

What to watch: Watch regional gas prices, export capacity, shareholder distributions and production costs.

Invalidation risk: AECO basis risk, Canadian regulation and prolonged gas oversupply can limit returns for several years.

Leeway Rating

General scores - independent of the research topic

Leeway Score55.3/100

  • Business Rating 45.0
  • Market-Fit Rating Trend−278.1
  • Cycle Rating 42.9

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Yara International

YAR.OL · Basic Materials · 117bn NOK

Long

Role in thesis: Small satellite position for nitrogen and European energy costs.

Investment case: Fertiliser follows gas and agricultural economics more closely than AI investment, offering a potentially independent return source in the portfolio.

Position and invalidation

Position: Keep Yara small and treat it as a complement to the energy theme, not as a core data-centre-cycle position.

What to watch: Watch European gas prices, global capacity additions, grain markets and ammonia and urea prices.

Invalidation risk: New ammonia and urea capacity, together with low-cost supply from other regions, could cap margins in 2027 and 2028.

Leeway Rating

General scores - independent of the research topic

Leeway Score39.9/100

  • Business Rating 2.0
  • Market-Fit Rating Trend−461.1
  • Cycle Rating 56.4

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Limited negative positions

Short

These positions address excessive scarcity premiums and credit-dependent development. They are not a wager against power investment.

Talen Energy

TLN.US · Utilities · 15bn USD

Short

Role in thesis: Negative position on high capacity premiums in constrained regions.

Investment case: Talen capitalises returns from scarce firm capacity. Broader recognition of flexible large loads could reduce those returns without breaking data-centre demand.

Position and invalidation

Position: Keep the negative position small and use defined-risk structures or pair it with regulated-network holdings.

What to watch: Watch capacity auctions, data-centre contracts and rules for flexible large electricity users.

Invalidation risk: Higher auction prices, new premium contracts, takeovers and a tight market can pressure a short position quickly.

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Applied Digital Corporation

APLD.US · Technology · 7bn USD

Short

Role in thesis: Negative position on credit-dependent data-centre development.

Investment case: Independent developers face significant funding needs while also funding collateral, grid costs and long-term commitments, making them particularly rate-sensitive.

Position and invalidation

Position: Keep the position small and defined-risk because volatility and positive company-specific events are likely.

What to watch: Watch tenant quality, financing terms, project delivery and spreads in data-centre financing markets.

Invalidation risk: A major investment-grade tenant or strategic financing can revalue the stock abruptly.

Leeway Rating

General scores - independent of the research topic

Leeway Score20.6/100

  •    
  • Market-Fit Rating Trend+111.9
  • Cycle Rating 59.8

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Timeline and Checkpoints

The timeline identifies verifiable developments rather than precise forecasts.

WindowWhat happensWhat it means for the portfolio
September to December 2026Large cloud providers’ investment commentary, new equipment orders and large-load tariffs shape expectations for 2027.Slower order intake would affect equipment valuations before reported margins.
January to March 2027Investment guides and updated regional load forecasts provide the first combined test of demand and funding.Stable spending alongside weaker forecasts would be a valuation opportunity for contracted earnings rather than necessarily a break in volumes.
Second half of 2027New transformer and turbine capacity, changing capacity auctions and wider large-load tariffs become more visible.Shorter lead times and flatter capacity prices would support rotation away from pure equipment and scarcity premiums.
2028Funding costs and contract structures reveal which data-centre developers retain durable access to capital.Credit-dependent developers could exit while established buyers, networks and infrastructure investors take over the build-out.
2029 to 2032Manufacturing capacity continues to ease while labour, permitting and legal entitlements remain scarce.Relative returns should favour networks, service, delivery and selected resource supply over general equipment.

Scenarios

The probabilities are working assumptions for position sizing, not forecasts.

PathWeightWhat happens
Bull: demand outruns the funded ramp 25% Investment guides keep rising, funding costs stay contained and large loads prove scarcely interruptible. Equipment and merchant power retain their premiums longer than expected, leaving the more defensive and cheaper selections behind.
Base: rotation after one correction 47% Demand stays robust but becomes more externally funded. A weaker forecast or wider spreads causes a broad correction without breaking physical volumes. Leadership moves to networks, service, specialists and contracted energy.
Bear: credit stress meets more cautious investment 28% One major buyer reduces investment plans as financing costs rise and lead times fall. Data centres, merchant power and equipment de-rate materially. Regulated networks and less correlated earnings sources should be relatively more resilient.

Counter-arguments and Risks

The primary risk factors for this analysis. These arguments result from stress-testing our fundamental assumptions.

The strongest counter-case is that the visible winners can continue to win for years. If turbine and transformer slots are committed into the early 2030s, buyers make prepayments and investment guides keep rising, slower order growth does not yet imply normalised earnings.

Flexible loads may also be less effective than expected. Latency-sensitive applications, high utilisation requirements and the cost of idle computing equipment may lead operators to pay scarcity prices rather than curtail operations. In that case, firm capacity and equipment retain their value for longer.

Unresolved Market Factors

Open questions that cannot be conclusively answered using currently available market data.

The central unresolved question is the real flexibility of large computing loads. Public commitments are insufficient. The relevant evidence is contracted interruption hours, grid-operator recognition and the results of capacity auctions.

A second uncertainty concerns prepayments and cancellation rights for equipment. The more these contracts protect order books, the later an investment correction reaches manufacturers. Both questions can materially change the sequence of returns.

What Investors Should Watch

These indicators test the thesis more directly than general headlines about AI electricity demand.

  • Contracted interruption hours and flexibility clauses in new tariffs for large electricity users.
  • The share of latency-sensitive applications in incremental computing load, because a rising share limits flexibility.
  • Prepayments, cancellation rights and reservation-to-firm conversion at turbine and transformer suppliers.
  • Cloud-provider credit spreads, data-centre financing terms and the mix of internal and external investment funding.
  • Large-load customer collateral, especially prepayments, letters of credit and the allocation of potential stranded costs.
  • Wages, vacancies and margins in high-voltage installation and commissioning as a test of scarce-labour pass-through.
  • Contracted and under-construction data-centre load compared with long-term grid forecasts.
  • The separate development of rotating-equipment service revenue and maintenance revenue in static grid equipment.
  • The funding and ownership of scarce nodes such as grid connections, fuel-cycle capacity and equipment slots.
  • Gas prices, LNG contracting and new nitrogen capacity as conditions for the energy positions.

What Would Falsify the Thesis

The analysis requires revision if these developments persist.

  • Large computing loads remain effectively non-interruptible in scarcity hours and capacity auctions continue rising despite recognised flexible demand.
  • Equipment orders, prepayments and lead times remain stable for several years as new manufacturing capacity enters operation.
  • Regulated networks cannot expand their investment base without sustained dilution or clearly lower allowed returns.

How this analysis is produced

The assessment is produced in several steps. Independent model families answer the same question separately and then attack the results. What you read here has survived several rounds.

  1. Two independent first theses. The same opening question goes to several model families that cannot see one another. Disagreements are kept, not averaged away.
  2. Dated evidence. Every claim that depends on facts is broken into individual search questions and answered with dated, sourced web research. Question, answer, sources and timestamp are logged and remain traceable.
  3. Adversarial review. Several review roles attack the thesis from different angles: one hunts for the strongest refutation, one for the awkward edge cases, one tests whether a path from thesis to share price exists at all, one checks the timeline for contradictions. Each role raises its own questions, which are again answered with evidence.
  4. Merge, then the next round. The surviving theses are merged into one and attacked again. The counter-position and the unresolved tension on this page come out of that step. They were not bolted on afterwards to look balanced.
  5. Back to the start. The process runs again until there is a clear result and a list of tradable companies with structural advantages.

Any analysis can be wrong. That is why the falsification criteria and the counter-position sit on the same page as the thesis, not in the small print.

The numbers shown against individual companies do not come from this process. The Business-Rating scores business-model quality, the Market-Fit-Rating eighteen fundamental figures against the current market, the Cycle-Rating the valuation against the stock’s own history. They are documented under the Leeway scores.

Evaluate the analyzed stocks with the three Leeway ratings

The Business-Rating assesses business model quality, the Market-Fit-Rating evaluates fundamentals in the current market regime, and the Cycle-Rating contextualizes valuation within historical cycles. Evaluate each company with Leeway’s general equity analysis.

Company Valuation and Fundamental Analysis

The data is recalculated on a weekly basis and depends on the current market value of the company and the balance sheet figures of the annual financial statements. The market value changes continuously with price changes, the balance sheets are created annually and change the valuation massively. The time of the annual financial statements and the metrics used can be viewed under "Metrics". Further information on how the analyses work can be found as tooltips directly on the analyses as well as in our explanations.

General

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