NVIDIA vs AMD

NVIDIA dominates discrete GPU market share at 88% for data centers and 80%+ for gaming, while AMD offers competitive performance at lower prices with 12-15% better value-per-dollar in mid-range segments. NVIDIA's software ecosystem (CUDA) creates a significant moat despite AMD's technical improvements.