Google’s latest TPU gains have rattled the AI hardware market, but IC distributors maintain that Nvidia’s GPU-led ecosystem still sets the benchmark for modern AI compute. TPUs may edge out GPUs in some LLM workloads, yet Nvidia’s end-to-end stack, from CUDA to silicon to systems, keeps its lead firmly intact, reinforced further by the Jetson Thor platform for edge AI.