The Great Inversion. From Training to Inference.

AI compute spending shifts from training to inference between 2023 and 2030.

The compute-hour crossover lands in mid-2026; capital spending lags by roughly two years.

By 2030, inference is projected to account for sixty-five percent of AI compute and eighty to ninety percent of the lifetime cost of every deployed AI system.