CIOs Must Move AI From Pilots To Production By Aligning Technology With Business Transformation And Governance
FutureCIO, Friday, September 4th, 2026
PodChats for FutureCIO: Architecting for Production-Grade Resilience
The AI deployment challenge has shifted from experimentation to industrialisation, with 84% of pilots failing to reach production.
Lynn Toh from Tech Data Singapore emphasises that organisations must identify real business problems before selecting AI solutions, requiring enterprise-wide governance, data quality management, and infrastructure readiness.
Agentic AI introduces new risk management considerations as autonomous systems take real-world actions. Success depends on measuring business outcomes rather than pilot counts, building AI literacy across the workforce, and treating AI as a long-term infrastructure investment aligned with process redesign and outcome-based economics.