Mapping AI into Production: A Field Experiment on Firm Performance

2026

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AI-generated summary

1) This field experiment reveals that AI's true impact on firm performance hinges on effectively "mapping" it into production processes, not just providing access to the technology.
2) * Explores the "mapping problem" as the key friction preventing AI task-level gains from aggregating to firm-level performance.
* Details a field experiment with 515 startups that demonstrates how AI reorganization, not just AI adoption, leads to significant performance improvements.
* Highlights that AI reshapes how firms scale, enabling faster growth with less capital and amplifying returns through complementarities.
3) AI, firm performance, production, mapping problem, startups

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