What is a Custom AI Chip, and Why Are Google, Amazon and Meta All Building Their Own?

For a decade, buying AI compute meant buying NVIDIA. In 2026, custom chips designed by hyperscalers are growing faster than NVIDIA GPU shipments for the first time — and Broadcom, TSMC, and Asia's memory suppliers are the quiet winners.