Alphabet shifts from ad distributor to high‑capex AI infrastructure with custom TPUs
Custom TPUs let Alphabet absorb AI inference costs and undercut competitors who pay a hardware tax to third-party vendors, creating a supply-side moat.
Grace Suzuki is a staff writer at P&L, covering business, technology, and global markets. She previously worked in M&A advisory, focusing on software, consumer deals, and cross-border transactions.
Custom TPUs let Alphabet absorb AI inference costs and undercut competitors who pay a hardware tax to third-party vendors, creating a supply-side moat.
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