AI embedded throughout software could bring huge future token spend to Amazon and Alphabet, whose AWS and GCP clouds host software builders and offer AI platforms. Ramp data show VC-backed firms spend 10 times more per employee on AI monthly than PE-owned and other firms, a possible leading indicator of software using more tokens relative to people. VC-driven demand is vulnerable to capital-cycle swings, but longer term incumbent software may become AI-native or be replaced. x.comÂ

