Zero Marginal Cost: Why Local Inference is Winning Against Cloud AI

As cloud-based AI services shift toward per-usage billing, this project demonstrates how mature open-source models like Gemma 4 enable cost-free, privacy-preserving alternatives on consumer hardware. With native multimodal capabilities and zero per-inference costs, locally-hosted AI infrastructure is becoming a practical replacement for proprietary services, reshaping how developers approach AI infrastructure decisions.