Global capital expenditure on enterprise artificial intelligence hardware surged 42% year-over-year in the third quarter, driven by aggressive deployment of custom large language models. Despite macroeconomic headwinds, Fortune 500 firms report prioritizing core compute over general software licensing.
Supply Chain Bottlenecks Reshape Deployment Schedules
Lead times for high-density GPU clusters remain extended at 24 to 28 weeks. Consequently, major enterprise buyers are increasingly adopting hybrid cloud architectures to bridge immediate capacity gaps while waiting for dedicated on-premise hardware deliveries.