A critical analysis of AI infrastructure investment: despite massive capital flowing into AI systems, training these models relies on data sources that are often unreliable, diminishing, or legally contested. This raises fundamental questions about the sustainability of the AI boom and the real value being created—directly relevant for Thai SMEs considering AI adoption or investment.