AI hardware sets the speed and cost of training and running models. We benchmark GPUs, AI accelerators and chips, and track cloud GPU pricing, providers and inference engines across the stack.
We track 71 cloud GPU providers and 14 curated GPU model families spanning more than 2,500 distinct instance configurations.
We benchmarked the latest NVIDIA GPUs, including the NVIDIA's H100, H200, and B200, and AMD's MI300X, for concurrency scaling analysis.
We curated the lowest rate, provider, market range, and median for 40+ GPU configurations across all three pricing tiers, plus a throughput-per-dollar benchmark on 10 models.
Based on our experience running AIMultiple's cloud GPU benchmark with 10 different GPU models in 4 different scenarios, these are the top AI hardware companies for data center workloads.
