self-hosted ai scaling

GPU Capacity Planning for SaaS With Spiky AI Demand

AI-native SaaS products with self-hosted inference face GPU capacity planning challenges that API-based inference avoids. This guide covers demand spike forecasting, capacity buffer sizing, and the hybrid infrastructure architecture that handles spiky AI demand without overprovisioning.