AI Adoption and Productivity in Firms
Artificial intelligence (AI) is increasingly reshaping how firms organize production, make decisions, and compete in modern economies. This paper examines the relationship between AI adoption and firm-level productivity, focusing on how the integration of AI technologies influences operational efficiency, innovation, and workforce dynamics. Using firm-level data across multiple industries, the study investigates whether companies that adopt AI experience measurable productivity gains compared to non-adopters, while also exploring the mechanisms through which these gains occur. The analysis highlights several channels through which AI contributes to productivity improvements. First, AI-enabled automation reduces routine task costs and enhances process efficiency, allowing firms to allocate human capital to higher-value activities. Second, AI-driven data analytics improves decision-making by enabling firms to process large volumes of information and identify patterns that support strategic planning and operational optimization. Third, AI adoption fosters complementary innovations, including new products, services, and business models. Empirical findings suggest that firms adopting AI technologies generally experience higher productivity growth than their non-adopting counterparts, although the magnitude of the effect varies depending on firm size, industry characteristics, and the extent of complementary investments in digital infrastructure and workforce skills. The results also indicate that productivity gains are strongest when AI adoption is combined with organizational change and employee training. The paper contributes to the growing literature on digital transformation and productivity by providing evidence on the firm-level impacts of AI adoption. It also highlights important policy and managerial implications, emphasizing the need for investments in digital capabilities, workforce reskilling, and supportive institutional environments to fully realize the productivity potential of artificial intelligence.