Live with Azeem: AI & ROI

Exponential View · 1 month ago

A senior executive at a major tech company with 1,000 engineers reports that while individual productivity has increased through use of Claude Code, organizational output has not scaled proportionally with the gains. Despite engineers producing more lines of code and pull requests, the company has not realized equivalent bottom-line improvements from the AI tools. The gap between individual productivity gains and organizational ROI suggests that current AI adoption may not be translating to expected returns at scale.