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: ai infrastructure
Neocloud became a capital-and-power race, leaving sustained mid-market inference underserved. Why predictable cost, not GPU count, is the defensible position.
Dedicated Servers & Private Cloud Infrastructure for Berkeley, California, United States Served by OpenMetal’s Los Angeles data center — estimated 17.508 ms avg latency based on tests from nearby San

































