Everyone knows Nvidia makes the chips that power AI. Fewer people understand why competitors have been unable to close the gap despite years of trying and billions of dollars of investment.

The hardware advantage is real but secondary. AMD makes competitive GPUs. Google has TPUs. Amazon and Microsoft have custom silicon. On raw performance for certain workloads, these alternatives are credible. The reason Nvidia keeps winning is not the chip — it is CUDA.