AMD is a strong challenger, launching its Helios rack-scale platform at Advancing AI 2026, featuring Instinct MI400 Series GPUs (MI455X, MI430X) built on 2nm CDNA 5 architecture, aiming for frontier AI training and high-volume inference, with claims of 30% more inference tokens per dollar than competitors.