
The AI productivity J‑curve shows that while macroeconomic data now reflect measurable AI‑driven productivity gains in the United States, many companies still struggle to see a clear return on investment. Early adoption typically depresses short‑term efficiency as organizations grapple with integration, training, and workflow redesign. Once firms restructure processes around AI, the hidden gains emerge, delivering substantial long‑term value. The article outlines the metrics that signal progress and offers five strategic steps to move from experimentation to enterprise‑wide AI adoption.

The anticipated AI‑driven job apocalypse has not materialized. Vanguard’s analysis of roughly 140 occupations highly exposed to AI shows those roles grew 1.7% annually from 2023 to 2025, outpacing the 0.8% growth of other jobs, while wages rose 3.8% versus...