Not An Offer  ·  Informational Only  ·  All Figures Hypothetical And Illustrative
Case Studies

Capital Needs A Price.  Builders Earn A Spread.

Two cases, each argued from public disclosure.  The first shows compute becoming an investable infrastructure asset class financed like energy.  The second shows what a developer earns once the spread between energy and compute is contracted and hedged.
Driver Two

Compute Has Become An Investable Infrastructure Asset Class

$500BN+Third-party capital targeted by compute financing platforms with six asset managers, announced 10 August 2026
$105BNMaximum residual value guaranty disclosed on 4.25 GW of leased AI campus capacity, Form 8-K, 17 August 2026
05 OCTFirst listed compute futures on NYMEX: the price layer the financing now needs
4Channels through which a single vendor is long compute, all of which move together
What This Case Proves

Three layers now surround the chip: capital that funds AI factories, offtakes that turn them into cash flow, and futures that price them.  The largest exposures sit with lenders, lessors and guarantors who must mark, hedge and transfer them.  That is demand for every line of the Firm.

Collateral

The Platform Design, And The Transactions That Set The Template

THE PLATFORM DESIGN

Capital Off Balance Sheet

Six asset managers commit to dedicated pools of capital targeting over $500bn, with final agreements still to be executed.  Capital funds AI factories inside special purpose vehicles and debt funds, off the operator’s and the vendor’s balance sheets, and contracted revenue from leases and capacity contracts services the debt.

THE UNDERWRITING PITCH

Fungible, Transferable, Cascading

The vendor positions its systems as offering the lowest token cost, highest revenue and longest life.  A common software stack makes capacity fungible across customers and operators, so a defaulted contract can be re-leased, and chips cascade from frontier training to inference and batch work.

THE DESIGN PRINCIPLE

Residual Value Is The Tail Test

Take-or-pay contracts with investment-grade offtakers amortize principal inside the contract term, so residual value is tested only when the offtaker weakens.  That single variable is what every compute financing depends on, and the one the Firm prices daily.

Reference TransactionSizeRatingPricingTenorCredit Support
CoreWeave facility$8.5bnA3SOFR + 225bp2032GPUs and customer contracts
Meta Hyperion SPV$27bnA+6.58% at issue2049, fully amortizingLease with a 16-year residual value guaranty
SB Energy Ohio campusUp to $105bn guarantyn/an/a20-year leaseVendor residual value guaranty, with offtaker indemnity
As reported in public disclosures and credit commentary, August 2026.  SOFR: Secured Overnight Financing Rate.
Offtake vs PPA

Compute Capacity Contracts Borrow The Power Purchase Agreement Template, With Three Structural Gaps

TermEnergy PPACompute Capacity Offtake
Unit and price$/MWh, fixed or hub index plus a differentialReserved GPUs or MW at $/GPU-hour or $/MW-month
Volume termsAs-generated or baseload shapeTake-or-pay minimum utilization on reserved capacity
Tenor against asset life10 to 25 years on a 30-year plant1 to 5 years, often 12 to 18 months, on 5-year debt
Residual valueStable and well understoodContested: 2 to 3 year competitive life against 5 to 6 year books
Hedge marketDeep: Henry Hub, hub power futures, optionsNew: NYMEX compute futures from 05 October 2026
Merchant tail toolsRevenue puts, collars, tolls, hedge covenants in lendingCompute collars, deferred strip sales, residual value puts
Settlement benchmarkISO locational marginal price or hub indexSilicon Data H100 and B200 rental indices
The Three Gaps Are The Business

Short tenor against long debt, a contested residual value, and a price market that opens in October.  Each gap is closed in energy with hedging, independent marks and structured collars, and each is a revenue line for the Firm.

Residual Value

The Variable Every Compute Financing Depends On

The index level is a joint statement about useful life and operator margin.  When the sector extended disclosed accounting lives from four years toward six, it asserted a point on this curve.  The divergence between the life a lender underwrites and the life the rental index is actually pricing is tradeable in the deferred strip and billable as an independent mark.

Funded Useful LifeImplied Index Floor At A 25% Operator MarginAgainst A $2.64 Spot Index
3 years$2.33-12%
4 years$1.92-27%
5 years$1.67-37%
6 years$1.50-43%
7 years$1.39-47%
ImportantFigures on this page are hypothetical, illustrative and model-derived on stated assumptions.  They are not a track record, not actual trading results and not a backtest, because the primary instrument has no price history.  HYPOTHETICAL PERFORMANCE RESULTS HAVE MANY INHERENT LIMITATIONS AND NO REPRESENTATION IS BEING MADE THAT ANY ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFITS OR LOSSES SIMILAR TO THOSE SHOWN.  Trading futures involves substantial risk of loss.  Nothing on this page is an offer or investment advice.
Both Paths

The Firm Earns In The Virtuous Loop And In The Circular Unwind

Virtuous LoopCircular Unwind
What happensLow-cost, long-duration capital funds capacity, offtakers lock cost, volume growsOfftaker revenue lags commitments, defaults trigger re-leasing, residual values fall faster than underwritten
What the market needsHedge programs for lenders and operators, covenant design, offtake collars, liquidityIndependent marks, downside protection on the deferred strip, pricing for re-leased capacity
RegimePower-constrained, extendingDemand-constrained, reflexive
Firm revenue lineStructuring mandates, account growth, the pooled vehicle on its triggerAdvisory marks, residual value structuring, optionality in the book
Book postureRelative value on the curve and the cross-generation ratioOwn optionality over linear shorts, because the belly gaps
Positioned For The Spread Between The Two

A direction-neutral desk with no chip inventory, no index affiliation and a residual value model earns from the need to price the outcome, whichever path the cycle takes.  That is the structural advantage of standing beside the financing rather than inside it.

Driver Three

Energy-To-Compute Arbitrage For The 2028 To 2029 Vintage

A data center developer that controls power, owns or contracts the compute, and hedges the spread between them earns an energy-to-compute margin rather than a real estate yield.  Value moves from cost per square foot to time-to-energization and megawatts available.
$799Compute spark spread per MWh after power, operations and full capital recovery, at the plan’s H100 cost stack
~$7MMPost-capital margin per MW for each year of earlier energization
~80XThe value of a year of earlier energization against a $10 per MWh power saving
+10 PTSIllustrative equity internal rate of return uplift when the spread is contracted, hedged and financed in two vehicles
ImportantFigures on this page are hypothetical, illustrative and model-derived on stated assumptions.  They are not a track record, not actual trading results and not a backtest, because the primary instrument has no price history.  HYPOTHETICAL PERFORMANCE RESULTS HAVE MANY INHERENT LIMITATIONS AND NO REPRESENTATION IS BEING MADE THAT ANY ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFITS OR LOSSES SIMILAR TO THOSE SHOWN.  Trading futures involves substantial risk of loss.  Nothing on this page is an offer or investment advice.
Spark Spread

From One MWh Of Facility Energy To Margin

LinePer MWh Of Facility Energy
Compute revenue$1,768
Power at $45 per MWh($45)
Network, staff and overhead($202)
GPU amortization($618)
Facility amortization($104)
Compute spark spread$799
Against The Gas Spark Spread

A gas plant’s spark spread runs about $15 to $45 per MWh, fuel margin only, on roughly $1mm of capital per MW.  Compute earns $1,768 per MWh of facility energy but carries about $33mm of capital per MW, so the true comparison is after capital recovery.  Leaving out capital recovery overstates the spread by about $720 per MWh.  The spread is set by utilization, rental rate and useful life, which is why it must be hedged and marked like a commodity margin.

Inputs788 GPUs per MW, 85 percent utilization, a $2.64 index, a $27,500 GPU over four years and $11,000 per kW of facility cost over twelve years.  Illustrative and model-derived.
Time Value

Speed To Energization Is Worth Far More Than A Cheaper Power Contract

LeverHow It WorksWhy It Pays
Power-first sitingStranded industrial sites, co-location with generation, behind-the-meter supplyRemoves the transmission queue from the critical path
Flexible loadCurtailable, latency-insensitive workloads during grid stressFaster or larger interconnection where grids accept flexible load
Long-lead equipmentTransformers, switchgear and turbines reserved against a dated planProtects the date the spread depends on
A Duke University study estimates 76 GW of new load fits existing US grids at 0.25 percent annual curtailment.  Grid sale economics assume the ERCOT $5,000 per MWh cap against roughly $1,400 per MWh of foregone compute revenue at a $2.20 contract rate and 80 percent utilization.
The Cost Of Delay

Five to eight points of illustrative equity return are given up for each twelve months of interconnection delay.  A year of slippage gives back most of what the hedging overlay adds, which is why time-to-power diligence leads every mandate.

Structures

Three Ways Developers Capture And Protect The Spread

StructureHow It WorksWhat It CapturesWhat It Needs
Fixed power, floating compute15 to 20 year fixed or virtual PPA from nuclear, geothermal or solar plus storage, against 3 to 5 year offtakesPower capped for 15 to 20 years while compute resets upward in scarcityShort offtakes priced and collared
Grid-tied dual marketAn ERCOT, PJM or CAISO facility curtails batch work in price spikes and sells the power positionPays above about $1,400 per MWh; the larger prize is flexible-load interconnectionDispatch rules and a financial power hedge
Virtual compute spark hedgeA fixed power hedge plus a forward compute sale for the first operating years, locked before operationA financeable spread that supports non-recourse debtOTC cover for 2028 to 2030, since the listed strip spans months
Where The Firm Sits In Each Structure

The first needs the offtake tail priced, the second needs dispatch economics and a power hedge, and the third needs a counterparty for multi-year compute cover before the listed curve reaches those dates.  The Firm structures the OTC cover, runs the hedge and lays risk off into the listed market as the strip lengthens.

Capital Stack

Two Vehicles, Two Tenors, One Hedge That Connects Them

VEHICLE ONE

Infrastructure SPV

Land, power, interconnection, shell and cooling.  Fifteen-year amortizing debt at about 60 percent of cost, from infrastructure-grade lenders at lower spreads, against an asset that outlives several chip generations.

THE CONNECTOR

Hedge Overlay

Take-or-pay offtake for years one to three, collars on the cascade for years four to seven, a fixed power hedge on the input, and independent marks each quarter for both lenders.

VEHICLE TWO

GPU SPV

GPUs and networking at commercial operation.  Three-year amortizing debt sized to hedged cash flow, with principal repaid inside the contracted term.

Illustrative, Per MWMerchant, One VehicleOverlay, Two Vehicles
GPU debt capacity at a 1.20x debt service coverage ratio under a $1.00 stress26% of GPU cost70% of GPU cost
Minimum debt service coverage ratio, base case2.75x1.54x
Equity internal rate of return in the $1.00 stress case-8.2%+22.9%
The Overlay Adds About Ten Points Of Equity Return And Turns The Stress Case Positive

Hedged cash flow supports debt sizing the merchant case cannot.  That is the whole of driver three, and it is why every project can carry the overlay.

ImportantFigures on this page are hypothetical, illustrative and model-derived on stated assumptions.  They are not a track record, not actual trading results and not a backtest, because the primary instrument has no price history.  HYPOTHETICAL PERFORMANCE RESULTS HAVE MANY INHERENT LIMITATIONS AND NO REPRESENTATION IS BEING MADE THAT ANY ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFITS OR LOSSES SIMILAR TO THOSE SHOWN.  Trading futures involves substantial risk of loss.  Nothing on this page is an offer or investment advice.
Cascade

A Planned Decay Path For The Chips, Priced From The Curve Before Commercial Operation

TierWorkloadCounterpartyIllustrative Rate
Years 1 to 3Frontier trainingTier-one lab or hyperscaler, take-or-pay terms$2.20 per GPU-hour
Years 4 to 5Enterprise fine-tuningPre-arranged secondary offtake at a 30% step-down$1.54 per GPU-hour
Years 6 to 7Baseline inferenceDistributed GPU networks and edge inference$1.10 per GPU-hour
ImportantFigures on this page are hypothetical, illustrative and model-derived on stated assumptions.  They are not a track record, not actual trading results and not a backtest, because the primary instrument has no price history.  HYPOTHETICAL PERFORMANCE RESULTS HAVE MANY INHERENT LIMITATIONS AND NO REPRESENTATION IS BEING MADE THAT ANY ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFITS OR LOSSES SIMILAR TO THOSE SHOWN.  Trading futures involves substantial risk of loss.  Nothing on this page is an offer or investment advice.
Stress Tests

What Lenders And Sponsors Stress, And How The Overlay Answers Each

TestThe StressOverlay Response
Rate compressionNext-generation supply outruns demand and rates fall from $2.50 toward $1.00, with lenders testing $0.70Take-or-pay front years and a collared tail, with debt amortized inside the contracted term
Interconnection delayA 12 to 24 month slip carries land, deposits and power commitments before revenuePower-first siting, flexible-load interconnection and dated equipment reservations
Cooling efficiencyPower usage effectiveness drifting from a liquid-cooled 1.15 design to 1.40 raises power per compute unit by about 22 percentPower is under three percent of revenue, so a 22 percent rise costs roughly half a point of margin
Rack densityNext-generation racks exceed 100 kW and need direct-to-chip liquid coolingShell specification for 120 to 140 kW racks from day one
Offtaker creditFront-year take-or-pay depends on the lab or hyperscaler paying through the cycleInvestment-grade or guaranteed offtakers, with independent marks on replacement value
Chip transitionAn annual architecture cadence discounts deployed chips by the fourth yearCascade tiers priced from the curve and collared before commercial operation
Stress levels follow common lender practice for GPU-backed debt as described in developer and credit commentary.
The Overlay

A Repeatable Package The Firm Attaches To Every Development Project

01

Time-To-Power Diligence

Site, queue and equipment path scored for energization date and megawatts available.

02

Spread Underwriting

A compute spark spread model with implied-life residuals and lender stress cases.

03

Hedge Program

A fixed power hedge and OTC compute cover, laid off into the listed market as the strip extends.

04

Cascade Offtakes

Tiered offtakes and collars priced from the curve before commercial operation.

05

Two-Vehicle Financing

Infrastructure and GPU special purpose vehicles, with lender packages built on hedged cash flow.

06

Marks And Monitoring

Quarterly independent marks and covenant reporting for sponsors and lenders.

Built Once, Applied To Every Project

The same research platform, hedge book and marking engine serve each mandate, so the program scales with the development pipeline rather than with headcount, and every project it touches adds hedging flow to the listed market.

Building A 2028 Or 2029 Campus?

The overlay is priced per project on its own inputs.  The first conversation is time-to-power diligence, and it costs nothing.

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