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Price reports, sizing guides and hardware comparisons. Every number is sourced and dated.
On 23 September 2026 we collected the public on-demand list prices of 40 GPU clouds and hosts. Here is what the market charges per GPU, how far apart providers are, where hyperscalers and marketplaces sit, and how the data sets our own prices.
Read the articleAt the median on-demand price, a monthly GPU server pays off after about 510 hours, or 16.8 hours a day. The exact break-even per GPU, and when hourly wins.
Formulas for weights, KV cache and training memory, worked examples for Llama 3.1, Qwen3, gpt-oss and DeepSeek, and the GPU servers that fit each model.
Verified specs of the B300, B200, H200 and MI355X: memory, bandwidth, links, FP8, FP4 and FP64, with price per GB of GPU memory and the workloads each suits.
The AMD MI355X pairs 288 GB of HBM3E and 8 TB/s with a price below the H100: specs, ROCm support, caveats and memory per dollar against the H100 and H200.
Every GPU in these articles is available by the month, about 30% under the market median.
