US stocks broadly are undervalued because most of AI's economic value flows to the businesses consuming tokens, not the token producers. AI agents do tasks far more cheaply than human labor, so value creation exceeds value capture by 50:1 or more, lifting aggregate earnings. S&P 500 earnings growth should accelerate beyond historical norms, in step with model labs' revenue. 2026 EPS revisions already outpace the norm, inflecting as Claude Code spread in January, even with CAPE at 42x. x.comΒ x.comΒ x.comΒ