GPU Cost Attribution
GPU Cost Attribution
Articles on multi-tenant GPU cluster cost attribution, utilization-weighted chargebacks, resource tagging, and showback dashboards.
gpu cost attribution1 day ago3 min
How GPU Price-Performance Doubles Every 2.5 Years
Analysis of GPU price-performance trends using a dataset of 470 graphics cards from 2006 to 2021, finding that FLOP/s per dollar doubles every ~2.5 years, with variations for ML GPUs and top-performing models.
gpu cost attributionAug 10, 20266 min
Higher Benchmark Scores Don't Mean Lower Cost: Qwen 3.8-Max, Claude Opus 5 and Why Cost Allocation for Shared GPU Clusters Is the Real Metric
Analysis of why raw benchmark scores don't predict actual AI model costs - examining token budgets, time limits, and how reasoning models can appear better or worse depending on measurement framework. Key finding: cost per successful task (total spend including failed attempts divided by tasks that pass acceptance) is the metric that matters for routing decisions.