SBMUpdated 23 Oct 2026
Early version, updated weekly. Every claim is dated and sourced. Think something is wrong? Dispute it.
Map / Leveraged / Owning the scarce inputs

Energy underwritten by compute

LEV LeveragedOwning the scarce inputsCapital loopRisingScaling
Placement: a judgment drawn from the evidence, open to correction (dispute it).

The model

Definition
A hyperscaler signs a long-term power purchase agreement (often 15-20+ years) that is large and creditworthy enough to underwrite the restart, life extension, expansion or new build of a specific power generation asset (often nuclear), effectively acting as project financier for energy infrastructure via its data center demand.
In one line
Tech companies sign long power contracts large enough to restart, extend or build power plants.
What compounds
AI demand finances generation, and the generation enables more AI demand.
Who accelerates
Firm clean power gets built that might not otherwise be; local communities bear the siting questions.
What it displaces
Utility-led planning as the main driver of new generation.
Stops working when
If AI power demand falls short of the contracts. New-build reactors are years from delivery (Kairos targets 2030).

Evidence

Companies 3
Evidence items 3
Grades 0A 3B
Latest dated 2026
Counter-evidence 2

The three labels

Leveraged · loop gain borrowed. A flag, off the ladder: the gain comes from expectations of the curve and reverses if it slows.

Owning the scarce inputs · money lands in compute, energy, capital, capacity.

Capital loop · expected demand, capital, capacity, demand that justifies more capital.

Same rung and family

Neoclouds
Compute for equity
Sovereign AI capacity

Named companies 3 companies · grade per item

CompanyClaimDateGrSource
Amazon / Talen Energy
United States · public · best B
 $18 billion, 17-year PPA (through 2042) for up to 1,920MW of carbon-free power from the Susquehanna nuclear plant, ramping from 840-1,200MW by 2029 to 1,680-1,920MW by 2032, restructured into a grid-connected retail model via PPL Electric Utilities and PJM Interconnection2025-06-11BPOWER Magazine
Meta / Constellation Energy
United States · public · best B
 20-year PPA for the entire output of the Clinton Clean Energy Center in Illinois (1.121GW, including a 30MW expansion from 1.092GW), commencing June 2027, preserving over 1,000 jobs2026BData Center Dynamics
Google / Kairos Power
United States · scaleup partnership · best B
 Partnership to bring 500MW of new advanced (SMR) nuclear power online by 2035; first project, the Hermes 2 plant, expanded from 28MW to 50MW, targeted online 2030; Tennessee Valley Authority set to be first US utility to buy power from an advanced fourth-generation reactor for Google's Tennessee/Alabama data centers2025-08-21BESG Dive

Counter-evidence Reversals, failures and disputes

The Three Mile Island/Crane restart, underwritten by Microsoft's PPA, has faced local community backlash even as the project proceeds2026-08-21The National
Advanced/SMR nuclear projects anchored by hyperscaler demand (Kairos/Google) remain years from delivery (2030, 2035 targets) despite deals being signed now, illustrating a long gap between contract signing and delivered power2025-08-21ESG Dive

Sources 4

POWER Magazine powermag.com · 2025-06-11
Data Center Dynamics datacenterdynamics.com · 2026
ESG Dive esgdive.com · 2025-08-21
The National thenationalnews.com · 2026-08-21