AI Boosts Individual Productivity but Fails Firm ROI

AI Boosts Individual Productivity but Fails Firm ROI


Exponential View publishes an essay arguing that widely adopted developer tools and generative AI are raising individual productivity without producing proportional firm-level returns. A senior executive at a “well-known public tech company” told Exponential View that about a thousand engineers using Claude Code are producing more code and pull requests, yet organisational gains are smaller: “one plus one plus one plus one equals one-and-a-half,” the executive said. Exponential View also quotes Uber COO Andrew Macdonald observing that it is “very hard to draw a line” between AI outputs and a clear increase in consumer-facing feature value. The essay frames the gap using the economic literature on general-purpose technologies, citing Robert Solow and Paul David to explain complementary investments and adoption lags.



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