subcluster
Billing Models
4 articles
Articles
May 19, 2026
GPU Cloud Per-Second Billing Comparison: Stop Paying for Idle Compute
Hyperscaler capacity reservations bill whether or not your GPUs are busy. Switching to per-second billing on European infrastructure cuts compute waste and keeps processing under GDPR in European data centers.
May 16, 2026
Reserved vs On-Demand GPU Strategy 2026: The Engineer's Guide
Most AI teams over-provision GPU capacity out of FOMO, and much of what they pay for sits idle. Learn to architect a compute strategy that cuts costs without sacrificing performance.
May 13, 2026
GPU Per Second Billing: Cost Savings for AI Infrastructure
Hyperscaler billing models force AI teams to pay for idle time. Discover how per-second billing and scale-to-zero infrastructure can drastically reduce your GPU costs.
February 23, 2026
Spot Instance GPU ML Training: A Technical Guide for AI Teams
GPU clusters often suffer from an average utilization of just 40 percent, leading to massive waste in AI budgets. Spot instances offer a path to 90 percent cost reductions, provided you can handle the technical complexity of preemption and state management.