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AI industrial system

From Watts to Intelligence

Electricity becomes compute. Compute becomes models. Models become products. Follow the money through every layer of the AI stack — and discover which companies own each bottleneck.

AI industrial system

From Watts to Intelligence

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Electricity becomes compute. Compute becomes models. Models become products. Follow the money through every layer of the AI stack — and discover which companies own each bottleneck.

01 Physical Inputs
Critical Constraint

Energy & Grid

Feeds the whole stack. AI clusters are limited by reliable, expandable power before they are limited by code.

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Capacity Deficit

Data Centers

Turn land and power into compute sites. Sites need power rights, cooling, permits, fiber, and uptime.

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02 Compute Stack
High Moat

Tools

Lithography, deposition, etch — the machines that make chips.

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Fab Capacity

Fabs

Foundries decide whether chip roadmaps can ship at scale.

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Core Accelerators

AI Chips

GPUs, ASICs, and CPU IP — raw acceleration.

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HBM Shortage

Memory

HBM, DRAM, NAND — feeds the chips data.

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Systems

Servers, switches, optics — thousands of chips act as one.

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03 Intelligence Layer

Cloud

Rentable compute — capex becomes APIs.

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Models

Labs transform data into general-purpose intelligence.

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Software & Data

Enterprise value — models meet workflows.

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04 Distribution

Apps & Devices

Users meet AI here — distribution decides monetization.

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