Rapid hardware depreciation turns proprietary data centers into a toxic liability for consumer platforms.
Because the competitive shelf-life of AI GPUs is compressed to just a few years, leading consumer companies must outsource cloud workloads to avoid the capital drag and construction delays of building their own physical footprint.
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The extreme rate of architectural obsolescence makes direct ownership of custom AI data centers a severe capital depreciation risk compared to longer-lived digital assets.
Apple's choice to lease Google Cloud capacity rather than build out its own physical footprint illustrates how consumer platform giants bypass proprietary data center build hazards.
The compressed window before current chip generations become obsolete means that physical data center operators face massive financial risks and immediate amortization pressures.