A Conversation about Going Beyond Engineers: The Diffusion of Agentic AI in Enterprise

This research explores the organizational transition from conversational AI to agentic AI, which focuses on autonomous task delegation rather than simple information retrieval. While technical teams were the first to adopt these tools, non-technical departments are now integrating them at a much faster rate by leveraging established infrastructure and shared knowledge. The research argues that achieving true productivity gains requires restructuring workflows and shifting human roles toward verification and coordination rather than direct execution. Consequently, deep domain expertise remains vital, as experts are uniquely qualified to supervise complex automated processes and ensure quality control. To manage these shifts, the research advocates for staged rollouts, adaptive governance, and a cultural shift toward systematic AI integration across all business functions.

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