23 February 2026
AWS Credits Expired: A Strategic Guide for AI Infrastructure
For many AI scaleups, the expiration of AWS Activate credits, or of Google for Startups and Microsoft for Startups credits, marks the end of the 'experimentation phase' and the beginning of the 'optimization phase.' During the credit period, efficiency is rarely a priority; engineers often overprovision A100s or H100s for simple tasks because the cost is abstracted away. However, once the first real invoice arrives, infrastructure shifts from a line item to a primary driver of Cost of Goods Sold (COGS). This transition, often called the cloud cliff, demands a rigorous technical audit of your stack. Moving forward requires more than just cost-cutting; it necessitates a sophisticated approach to GPU orchestration, hardware selection, and data residency to maintain competitive margins.
