ClusterMAX
SemiAnalysis's rating system grading GPU cloud providers on reliability, performance and operational maturity.
Current numbers
6–21%ClusterMAX April 2026 large-pretraining model: rounded goodput-expense range across provider profiles
6.14 / 10.53 / 20.91%ClusterMAX April 2026 large-pretraining scenario: gold / hyperscaler / silver goodput expense
10 dimensions / 5 tiersClusterMAX 2.0 GPU-cloud rating: Security, Lifecycle, Orchestration, Storage, Networking, Reliability, Monitoring, Pricing, Partnerships, Availability — Platinum to UnderPerform