Embedding the human factor into AI agent adoption

Agentic AI is moving from experimentation to broader deployment, but the article argues that business value will depend less on technology rollout than on sustained employee adoption, workflow redesign, and governance. For CIOs and technology leaders, the strategic implication is clear: without visibility into real tool usage, control over shadow AI, and better instrumentation of work, organizations will struggle to realize ROI, manage security and compliance risk, or measure productivity gains. IT teams will need to treat adoption as an ongoing operating discipline—not a one-time training effort—if they want AI to improve efficiency and quality at scale.