GPU Demand Repriced

Investors focus on whether a large throughput gain reduces accelerator demand per query or instead increases total AI usage. The base case is mixed: efficiency can pressure unit economics for high-end inference hardware, but cheaper inference also expands model usage and workload volume.

Each figure is the modeled move of the S&P 500 if the outcome occurs. For information only. Not investment advice.