Recent first-party benchmarking data provides crucial insight into the cost-performance dynamics between custom ASICs and GPUs across both training and inference workloads. The data reveals a nuanced competitive landscape where ASICs demonstrate meaningful cost-performance advantages, particularly in inference scenarios, though the implications for market share are more complex than raw performance metrics might suggest.

Cost-Performance Dynamics