Everything on Hardware Economics

Custom silicon adoption by hyperscalers threatens NVIDIA’s margins but requires massive scale and workload specialization to justify development costs.

Impact: Forces semiconductor vendors to compete on software ecosystems and supply chain speed rather than raw chip performance alone.

— from AI Infrastructure Economics and Hardware Strategy · a16z Podcast· Jul 15, 2026