AI INFRASTRUCTURE data, since poor data guarantees poor AI outcomes. Implement MLOps: Standardise deployment, monitoring and maintenance of AI models to improve reliability, efficiency and performance in production environments.
Upskill the workforce: Develop internal AI skills through training and expert partnerships, involving users early in pilots to reduce resistance and drive adoption.
Foster cross‐functional collaboration: Align AI initiatives with real business goals by engaging leadership, IT and operations, defining clear KPIs and consistently demonstrating value.
It seems that success isn’ t about having the grandest infrastructure – it’ s about knowing how to use it.
226 November 2025