This session introduces a new World Bank Group modelling framework that treats AI not as a simple productivity shock, but as a structural transformation of the production process. By embedding the hardware–software production paradigm into the Bank's dynamic CGE model (MANAGE), we simulate how AI adoption reshapes sectors, occupations, prices, under budget constraints over time.