Nvidia dominated AI training, but inference is a different game. When inference costs become 15–118× more than training (OpenAI's actual 2024 numbers), the only metric that matters is cost-per-million-tokens. Google TPUs deliver 4.7× better performance-per-dollar and 67% lower power consumption. Anthropic, Meta, and Midjourney have already made the switch. Here's the full breakdown.