General-purpose AI is a name that captures raw capabilities: models, compute, and data centres. Industrial AI names that capability once an economy has built the complements around it through redesigned work, new skills, better data and supporting institutions. This working paper explains why productivity gains have been slow to appear, examines Australia's data centre investment debate, and sets out what the Commonwealth, the states and businesses can do to turn AI capabilit