CFO Sarah Friar outlines how integrating chips, compute, and model architecture reduces the cost of intelligence. This vertical approach aims to scale output while lowering inference expenses. It is a standard corporate narrative on efficiency. Practitioners should view this as a signal of OpenAI prioritizing infrastructure optimization over immediate architectural breakthroughs.