OpenAI has selected Broadcom to design and manufacture its first custom AI processor, marking a strategic move toward vertical integration in its compute stack. The new chip is expected to power advanced model training and inference operations, alleviating reliance on third-party suppliers. This could reshape AI infrastructure supply chains by aligning hardware more closely with software needs. Observers say this move may boost performance, cut latency, and lower costs in the long run.