AI Power and Data Center Infrastructure Research
Research on transformers, grid connections, gas turbines, storage, electrical equipment, liquid cooling, and other infrastructure required to turn AI capital spending into usable compute.
Publications
Grid Copper Bottlenecks Sit in Electrical Equipment Manufacturing
Event exposure
Where is the practical copper bottleneck for grid and data-center infrastructure: mines, smelters, refined cathode, fabrication, or finished electrical equipment?
The near-term copper constraint for power infrastructure is increasingly downstream of the mine, in the factories that turn refined copper into cable, transformer windings, busbars, and finished electrical equipment.
AI Data Centers and the Transformer Supply Bottleneck
Demand read-through
Why AI data-center growth is straining transformers, electrical steel, switchgear, cable, grid hardware, and cooling infrastructure at the same time.
AI Data Centers Shift the Bottleneck to Electricity Infrastructure
Network path
How is the AI data center buildout shifting infrastructure bottlenecks from GPUs toward grid connections, transformers, generation, switchgear, copper, cooling, and backup power?
AI data center growth is shifting the critical path toward deliverable electricity, exposing bottlenecks in grid connections, transformers, turbines, switchgear, copper, cooling, and backup power.
AI Liquid Cooling Depends on Cold Plates, CDUs, and Connectors
Event exposure
Which parts of the supplier network gain importance as AI cooling moves from room-level HVAC toward direct-to-chip liquid cooling?
As AI racks shift from room-level air cooling toward direct liquid cooling, more of the thermal-management opportunity is moving into cold plates, CDUs, pumps, manifolds, connectors, heat exchangers, and the suppliers that make those systems work.
AI Power Demand Strains the Gas Turbine Supply Chain
Network path
How is AI data center power demand propagating below gas turbine OEMs into hot-section components, specialty alloys, coatings, replacement parts, and maintenance?
AI data center power demand is pushing the gas turbine bottleneck below GE Vernova, Siemens Energy, and Mitsubishi Power into cast airfoils, nickel superalloys, coatings, replacement parts, and turbine maintenance.
Asian Industrial Suppliers Benefiting From Data Center Growth
Demand read-through
Which Asian industrial companies and infrastructure layers are gaining second-order exposure to the AI data center buildout?
AI infrastructure spending is reaching Korean transformers, Taiwanese cooling, Japanese electrical equipment, and Southeast Asian power generation.
Data Center Ghost Demand and Grid-Equipment Bottlenecks
Event exposure
Which data center infrastructure bottlenecks remain structurally constrained after utilities scrub speculative power requests from their queues?
Scrubbing speculative data-center requests does not eliminate shortages in utility transformers, breakers, and switchgear, but it raises campus-equipment demand risk.
Grid Delays Shift Demand to On-Site Power Equipment
Event exposure
Which equipment suppliers can benefit when large loads cannot wait years for conventional grid connections?
Grid delays are turning time to power into an investment theme, shifting demand toward onsite generation, fuel cells, storage, switchgear, transformers, controls, and microgrid equipment.
Grid Storage Still Runs Through China
Event exposure
How far upstream has US and European grid-storage localization actually moved away from Chinese battery materials, components, and integrated systems?
U.S. and European grid storage still depends on Chinese LFP cathodes, graphite, separators, cells, power electronics, and system integration.
Only Some U.S. EV Battery Capacity Fits Grid Storage
Demand read-through
Which U.S. Battery Belt factories and supplier categories can transfer most effectively from EV batteries into stationary grid storage?
EV battery factories are being redirected toward stationary storage, but the real winners are plants and suppliers that can move into LFP cells, grid packaging, and energy storage systems without rebuilding the supply chain from scratch.
Small Suppliers Behind the Gas Turbine Shortage
Dependency asymmetry
Which smaller public companies have the most direct exposure to the gas turbine supply-chain shortage?
A supplier-level look beneath GE Vernova, Siemens Energy, and Mitsubishi at the casting, blade, alloy, coating, valve, and control capacity shaping the gas turbine shortage.