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The AI Crowding-Out Effect-Dazi AI Watch 016
In this episode of Dazi’s AI Cycle Watch, we move from the software layer back to the physical world.
The previous episodes explored how AI agents may rewrite enterprise workflows and profit pools. Episode 016 asks a harder question: as agent usage explodes and token consumption rises, where does the physical capacity behind all of this compute come from?
AI is not expanding in a world of unlimited resources. It is competing for finite wafer capacity, HBM supply, enterprise SSDs, advanced packaging, substrates, PCB/CCL, power, cooling, and networking infrastructure.
This is the AI crowding-out effect.
HBM crowds out traditional DRAM. Data center storage crowds out consumer storage. Advanced packaging capacity gets locked by the largest AI customers. Terminal device makers may face higher BOM costs before they can earn any real AI premium.
The next stage is not about asking whether AI benefits semiconductors in general. It is about identifying who controls the bottlenecks, who has pricing power, who collects the toll, and who pays the bill.
Price is only the result. Variables define the stage.
We don’t predict prices. We observe the cycle.
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By DaziAIWatchIn this episode of Dazi’s AI Cycle Watch, we move from the software layer back to the physical world.
The previous episodes explored how AI agents may rewrite enterprise workflows and profit pools. Episode 016 asks a harder question: as agent usage explodes and token consumption rises, where does the physical capacity behind all of this compute come from?
AI is not expanding in a world of unlimited resources. It is competing for finite wafer capacity, HBM supply, enterprise SSDs, advanced packaging, substrates, PCB/CCL, power, cooling, and networking infrastructure.
This is the AI crowding-out effect.
HBM crowds out traditional DRAM. Data center storage crowds out consumer storage. Advanced packaging capacity gets locked by the largest AI customers. Terminal device makers may face higher BOM costs before they can earn any real AI premium.
The next stage is not about asking whether AI benefits semiconductors in general. It is about identifying who controls the bottlenecks, who has pricing power, who collects the toll, and who pays the bill.
Price is only the result. Variables define the stage.
We don’t predict prices. We observe the cycle.