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AI adoption is rising fast - but ROI is not evenly distributed

8 minute read

Published:

A framework for separating AI adoption from measurable AI value - the four conditions where AI ROI is real, backed by NBER/QJE, Stanford AI Index, and McKinsey data, plus how the US, China, and Europe diverge on capital, deployment, and industrial policy.

Berlin

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AI adoption is rising fast - but ROI is not evenly distributed

8 minute read

Published:

A framework for separating AI adoption from measurable AI value - the four conditions where AI ROI is real, backed by NBER/QJE, Stanford AI Index, and McKinsey data, plus how the US, China, and Europe diverge on capital, deployment, and industrial policy.

Startup

Visualization