How NVIDIA’s Inference Software Stack Powers the Lowest Token Cost

NVIDIA · 3 months ago · 38

NVIDIA's inference software stack has reduced token costs for DeepSeek V4 by up to 5x on the Blackwell platform within one month through optimizations across production operations, application acceleration, and infrastructure access layers. Companies like Baseten, Cognition, and Deep Infra are using NVIDIA's TensorRT-LLM and Dynamo frameworks to achieve throughput gains ranging from 30% to 50% improvements in token generation speed. The full-stack approach compounds individual optimizations to increase Blackwell token throughput per GPU by up to 20x, enabling lower cost-per-token for production AI inference workloads.