AI pilots stall without strong data and infrastructure foundations

Organizations see strong AI returns when they build data, infrastructure, and workforce readiness from the start. UK AI investments reached £78 billion with £23 million in EdTech pilots and five AI Growth Zones. Success depends on treating pilots as tests for production systems, not isolated experiments. Legacy software logic fails in generative and agentic AI environments.