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Deep dive 7 min read · ← All explainers

Follow one Blackwell GPU from beach to chatbot and you traverse five continents and a dozen near-monopolies. This is the chain the whole site maps; here it is in one pass.

Upstream: materials and machines

Ultra-pure silicon (Japan dominates wafers), specialty gases and photoresists (Japan again), and the tools: ASML's EUV monopoly, Applied/Lam/KLA/TEL for everything else. Chokepoint count so far: four countries, six companies.

Midstream: fab, memory, package

TSMC fabricates virtually every leading AI die (Taiwan risk in one word); SK hynix, Samsung and Micron supply HBM (Korea concentration); CoWoS packaging joins them — the 2023–24 bottleneck. Then ODMs (Foxconn, Quanta, Taiwan again) build the servers, with connectors, optics and power conversion from their own specialist chains.

Downstream: facilities and energy

Land, permits, grid positions; thermal and electrical chains with their own multi-year backlogs (transformers, turbines); then the operators — hyperscalers, neoclouds, colos — and the generation deals feeding them.

The intelligence layer

On top: software (CUDA's moat, open frameworks), data (web corpora, labeling pipelines, synthetic generation), models, and products — where the only step consumers ever see happens.

Reading the chain like an analyst

Three habits. Find the single points of failure: EUV, TSMC leading edge, HBM trio, CoWoS, transformer suppliers — shocks there propagate everywhere. Watch lead times, not prices: this chain rations by queue. Track vertical integration: hyperscalers designing chips, labs signing power deals, NVIDIA investing downstream — every layer is trying to swallow its neighbors, and each such move redraws this map. The Stack Explorer keeps the live version.

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