Expired credits

Topic: Lower GPU cost
All topics334

Inference

Keep your coding tools14Lower inference cost23Model library39Run models without infra work35Scale without limits17Switch models safely24

GPU compute

Keep GPU jobs running32Lower GPU cost34Pick the right GPU25Secure GPU capacity30

Both

Avoid vendor lock-in15Meet EU requirements46

2 articles in Expired credits

Articles

1 September 2026

When AWS or GCP Credits Expire: AI Migration Playbook

When startup cloud credits expire, AI product companies face a sudden surge in infrastructure costs. Moving to open-weight models on serverless inference cuts per-token spend sharply and lets you pick models hosted in European data centres.

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.

All articles

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