Analysis reveals growing non-technical roles in artificial intelligence, suggesting workforce development and educational institutions must adapt.
This study examines workforce composition trends across artificial intelligence companies, focusing on the balance between technical and non-technical roles. Using a comprehensive dataset of 19 AI companies across six industry segments, we analyze employment patterns, job function distributions, and growth trends from 2023-2025. Our findings reveal a significant shift toward non-technical roles, particularly in sales, operations, and strategic functions, as AI companies mature. Foundation model leaders are increasingly investing in go-to-market capabilities, while enterprise platforms are reinforcing their sales functions. These patterns suggest that as AI technology matures, complementary organizational capabilities become crucial for commercial success. This research contributes to our understanding of industry life cycles in technology sectors and has implications for workforce development, educational institutions, and management strategy.
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Westover et al. (2025) studied this question.
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