🔮 Why AI isn’t showing up on your bottom line
Exponential View Azeem Azhar â—Ź Covered by 3 sources
Individual workers using AI tools like Claude Code show increased productivity, yet companies report that these gains don't translate to proportional organizational ROI, with only 27% of executives saying AI has met their expectations. Drawing from historical analysis of electricity adoption in factories, the article argues AI follows a three-stage pattern: Stage 1 speeds individual tasks, Stage 2 accelerates workflows within existing processes, and Stage 3 requires firms to rebuild decision-making systems around AI to achieve compounding gains. Companies become stuck in earlier stages due to organizational bottlenecks called congestion, where faster individual and team output queues behind unchanged managerial approval processes, requiring firms to redesign decision-making layers rather than simply deploying more AI agents.
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A framework to understand your firm’s AI transformation
