LLM serving cost

What 4-Bit Inference Means for Your AI Marketing Bill

NVFP4 4-bit inference on NVIDIA Blackwell GPUs shrinks a model's memory footprint about 3.5x versus 16-bit and 1.8x versus 8-bit, so a model that needed two H100s can run on one B200, which structurally lowers the per-token cost of AI, and for marketing and agent teams that cost is the budget, so the practical move is to route to providers that pass the savings on and to measure quality under 4-bit on your own tasks.