This article explores the efficiency of local AI models compared to centralized cloud infrastructure. It introduces a metric called intelligence per watt (IPW) to evaluate local models' performance and energy use. The findings indicate that local models can accurately handle a significant portion of queries, and they outperform cloud models in terms of efficiency.