AI chip scarcity reshapes infrastructure strategy

Custom silicon moves into deployment planning.

June 24, 2026

Jon Peddie

AI demand now pushes chip strategy into every infrastructure plan. OpenAI, Broadcom, Apple, and Intel show how the market has moved from model ambition to supply-chain execution. Custom accelerators, domestic manufacturing, power availability, cooling, and skilled operations now shape AI deployment capacity. ISVs, silicon teams, CIOs, and IT planners need to track these moves because chip access increasingly determines which products ship, which services scale, and which organizations control their AI roadmaps. AI companies now face a practical constraint: Models need specialized silicon, and that silicon needs data centers ready to power, cool, connect, and operate dense computing systems. Advanced models

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AI chip scarcity reshapes infrastructure strategy

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