GPU Capacity Planning

Why it matters

Capacity planning avoids stockouts. Understanding shapes strategy.

The architecture

Forecast: training + serving demand.

Reserve: capacity commitments.

Multi-cloud + on-prem mix.

How it works end to end

Forecast horizon: 6-24 months.

Reserved capacity: 30-50% discount.

Multi-cloud for supply.

Buffer for surprises.