Supply-Chain Data Use Cases
In-depth use-case guides: page 2
Methods for using relationship data to answer specific investing and research questions, with real Altsets relationships as worked examples.
Gallium: The Semiconductor Material Nobody Talks About Until China Stops Shipping It
Event exposure
How does China's gallium export-control leverage propagate from primary material into qualified semiconductor substrates, foundries, AI power electronics, mobile RF and defense radar?
China's gallium leverage is a qualification and processing chokepoint spanning semiconductor materials, RF, AI data-center power, telecom infrastructure, consumer electronics and defense radar.
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?
US and European battery storage is expanding rapidly, but the supply chain still runs through Chinese LFP cathodes, graphite, separators, cells, power electronics, and increasingly the companies integrating those components into complete storage systems.
Humanoid Robots Are a Components Trade Before They Are an AI Trade
Demand read-through
Which physical-component suppliers could benefit first as humanoid robots move from demonstrations toward reliable factory deployment?
Why the near-term humanoid robotics opportunity runs through reducers, motors, magnets, sensors, batteries, and precision components before autonomous AI fully matures.
Japan's Hidden Control Over Advanced Semiconductor Manufacturing
Dependency asymmetry
Where does Japanese supplier concentration sit inside advanced semiconductor manufacturing beyond ASML lithography?
The advanced chip supply chain is not controlled by lithography alone. Altsets data shows TSMC, Samsung, Intel, and Micron sharing exposure to Japanese materials suppliers, while Japan also occupies critical positions across coating, etching, cleaning, inspection, wafer processing, and advanced packaging.
Jet Engine Backlogs Are Really Component Backlogs
Event exposure
Which qualified engine components and upstream suppliers can become the binding constraints as Boeing and Airbus try to convert aircraft backlogs into deliveries?
Aircraft demand is already visible. The harder investment question is which qualified engine components can be produced fast enough to convert Boeing and Airbus order books into delivered jets.
Liquid Cooling's Hidden Supplier Network Is Becoming the Real AI Cooling Trade
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.
Record Copper Prices Do Not Automatically Fix the Grid Bottleneck
Demand read-through
Why can copper prices rise while grid expansion remains constrained by downstream electrical-equipment manufacturing capacity?
Copper can become more valuable long before the grid becomes easier to build, because the binding constraints increasingly sit in rod, cable, transformers, switchgear, busway, and other finished electrical equipment.
South Korea Is Looking to Central Asia for Critical Minerals. The Real Opportunity Is Processing.
Event exposure
Which Central Asian critical-mineral supply chains can realistically diversify South Korea's semiconductor, battery, auto, nuclear, and industrial inputs?
South Korea's first Central Asia summit highlights a narrower critical-minerals opportunity centered on uranium, tungsten, molybdenum, copper, and the processing capacity needed to turn regional geology into qualified industrial supply.
The ABF Substrate Supply Chain Behind AI Accelerators
Demand read-through
Where does the ABF substrate bottleneck sit as AI accelerator packages become larger, more layered, and harder to manufacture?
AI accelerator growth is pushing the bottleneck beyond Ajinomoto's ABF film and into the high-layer-count substrate factories that convert the material into increasingly large, complex packages.
The AI Boom Is Becoming an Electricity Supply Chain Story
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.
The Battery Belt Is Being Repurposed, but Only Some Capacity Fits the Grid
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.
The Chemical Companies Making AI Chips Possible
Demand read-through
Which semiconductor chemical and materials suppliers gain exposure as advanced logic, HBM, and advanced packaging scale with AI demand?
The AI chip boom is increasing demand for recurring semiconductor chemicals and packaging materials, creating a less obvious exposure through suppliers such as Shin-Etsu Chemical and Entegris as TSMC, Micron and Nvidia scale advanced compute.
The Companies Three Layers Beneath TSMC
Network path
Which second and third order suppliers sit beneath TSMC's 2026 capacity build, and where does TSMC appear economically more important to the upstream supplier than the supplier is to TSMC's total cost base?
TSMC's 2026 capex surge reaches beyond the obvious equipment names into Japanese wafer, photoresist, CMP, vacuum, packaging and tool-component suppliers where customer dependence can be more concentrated.
The Companies Two Layers Beneath NVIDIA
Dependency asymmetry
Which smaller public companies are economically exposed two layers beneath NVIDIA through SK hynix and Micron?
NVIDIA's Rubin ramp points to a less obvious group of exposures: smaller Asian suppliers whose revenue is heavily concentrated in SK hynix and Micron.
The Copper Bottleneck Is Not Where Investors Think It Is
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.