SpaceX's Starship is poised to transform the deployment of solar-powered AI satellites, with an estimated delivery capacity of 300 to 500 gigawatts (GW) per year. This capability could surpass the entire U.S. electricity consumption, which averages around 500 GW, in just two years. The significant production of solar cells, already exceeding 1500 GW annually for terrestrial use, supports this ambitious plan. However, the major challenge remains in chip production, which the Tesla Terafab aims to address, providing a scalable solution for this massive undertaking. While these figures are substantial by Earth standards, they fall short of the Kardashev II scale, which would require lunar-based production to achieve over 100 terawatts (TW) per year.