Organizational Shift

Integrating AI is a strategic organizational shift, not just a tech upgrade. A six-area framework guides planning and assessment, emphasizing data preparation as foundational. Success requires redesigning workflows, managing legacy systems with AI’s help, and converging physical and digital operations. Robust governance, including risk assessment and security, is vital. Sustainable AI success depends on leadership alignment, investment, and a realistic view of capabilities, addressing all aspects holistically.