
ATH · 2026-11-04 12:54 UTC
From Go-Live to Full Use: The GPU Cluster Ramp
GPU cluster economics are determined during the ramp from go-live to full utilization, not at launch; depreciation begins when hardware arrives but revenue starts only when customer jobs run. Break-even utilization for a fully costed GPU cluster is 55-65%, accounting for three-year depreciation of $7,000-$10,000 monthly, higher than most operators assume. Aethir ACCELERATE plans to build data centers only when demand is already secured, avoiding the cost of stranded capacity that traditional buildout-first models face.
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