Blog
GPU market data, guides and engineering notes.
Real numbers from our monthly price survey, practical sizing guides and what we learn running GPU servers.
GPU cloud pricing index: November 2026
Median on-demand prices for B300, B200, H200, H100, MI300X and more across specialist GPU clouds, converted to monthly cost, with how prices moved this year.
Hourly vs monthly GPU rental: when does monthly win?
A plain calculation of when a flat monthly GPU price beats on-demand hourly billing, with break-even utilisation for H100, H200 and B300.
ReadHow much GPU memory do you need for LLM inference and fine-tuning?
Formulas and tables to size GPU memory for serving and fine-tuning 7B to 405B models in BF16, FP8 and FP4, and which GPU configurations fit.
ReadHow to validate a new 8-GPU server before a long run
A checklist to run before a long training job: GPU health, ECC errors, NVLink and PCIe topology, NCCL bandwidth and a short burn-in, for NVIDIA and AMD.
ReadWhy GPU clouds sell out, and how allocations work
Why flagship GPUs keep selling out, what an allocation is, and how CoreGPU publishes live stock and restock dates instead of hiding availability.
Read