Coding-agent fleets hit dedicated-GPU break-even at ~5-10M tokens/month or 15-25% utilization. Why metered per-token billing punishes the agent workload.
Tag: infrastructure strategy
Every scaling company eventually reaches an infrastructure inflection point. Explore the five stages of infrastructure maturity, the economics of cloud repatriation, hybrid cloud strategy, and how infrastructure ownership can improve cost predictability, control, and long-term flexibility.
Infrastructure costs are repricing. Learn how Infrastructure Duration Risk affects startup runway and how to hedge exposure with fixed-cost baselines.