Insights on GPU cloud pricing, AI infrastructure costs, and tips for getting the best value when renting cloud GPUs.
Compare AI chips by how you access them: AMD rentals, Google and AWS cloud accelerators, or Cerebras and Groq APIs. Get live prices and a clear decision rule.
Decode AWS, Google Cloud, Azure and Oracle GPU names, check GPU counts and memory, then compare live AWS rates and dated Oracle rates with other providers.
guides / pricingMatch SDXL, FLUX and video workflows to GPU memory, compare live rental options, and weigh Comfy Cloud subscriptions against your monthly GPU usage.
hardware / guidesCompare HBM4 with HBM3E, separate JEDEC limits from maker claims, and check Rubin and AMD memory plans against the HBM3E GPUs in live rental tables.
guides / analysisCompare LoRA, QLoRA and full fine-tuning with worked 7B and 70B memory budgets, published quality results, GPU choices and live prices to estimate run costs.
hardware / analysisTrack NVIDIA's data center GPU roadmap through Feynman, see how Rubin Ultra and Kyber plans changed, and choose rental terms around the annual cadence.
hardware / guidesUnderstand why NVIDIA pulled Rubin CPX, what Groq LPX does beside Vera Rubin, and how to test prefill and decode separation on H100, H200 or B200 GPUs.
hardware / guidesCompare Vera with Grace, including conflicting memory figures, standalone server announcements, reported deliveries and Grace-based GPU rental options.
hardware / analysisNVIDIA says Vera Rubin production shipments began in August 2026. Compare dated specs, conflicting bandwidth figures, cloud plans and reported rack costs.
pricing / analysisCompare live Blackwell costs with dated Rubin rollout plans, vendor performance claims and contract terms so you can choose whether to rent, reserve or wait.
guides / hardwareChoose how to split a model across rented GPUs, calculate training memory, and match tensor, pipeline and data parallelism to NVLink and cluster networks.
guides / analysisChoose an inference engine for your rented GPU using dated feature support, published benchmark setups, deployment options and practical workload rules.
hardware / guidesUnderstand AI inference, size training and serving memory, and choose a GPU using dense compute, memory bandwidth, workload limits and live rental prices.
hardware / pricingCompare AMD Instinct memory and live rental costs against NVIDIA, weigh dated AMD purchase estimates, then choose MI300X, MI325X or MI355X for your workload.
pricing / guidesCompare dated AWS Trainium and Inferentia list prices with live GPU rentals, check Neuron support, and decide whether migration pays for your workload.
hardware / pricingNVIDIA's DGX Spark priced and dated against live cloud GPU rates: what its 128GB memory can run, its bandwidth limit, and when to rent instead.
hardware / pricingWhat a GB200 or GB300 NVL72 rack is, how it compares with an 8-GPU B300 server, sourced purchase-price estimates, and how to compare rental listings.
hardware / guidesCompare HBM memory and GDDR7 by capacity, bandwidth and live GPU rental prices. Learn when faster memory helps LLM decode and when a GDDR card is enough.
guides / hardwareVerify your rented GPU's model, memory, power, PCIe and NVLink, then check errors and run a short server stress test before committing to a long training job.
hardware / guidesInfiniBand and RoCE Ethernet both move GPU traffic between servers. See the generations, provider fabrics, and when a single GPU or node needs neither.
hardware / pricingNVIDIA's DGX lineup and sourced system prices, compared with HGX servers from Dell, Supermicro and Lenovo, plus live rental rates for the same GPUs.
pricing / hardwareSee the RTX PRO 6000 Blackwell's three editions, dated purchase prices, live rental rates, and a clear rule for buying it or renting it instead.
guides / analysisCheck dated ROCm support for PyTorch, JAX and inference servers, identify CUDA porting work, and compare live GPU prices against measured workload costs.
hardware / guidesFour NVIDIA cards carry the 6000 name. Tell them apart by full name, memory and NVLink, then compare their specs and live rental prices side by side.
hardware / guidesPick a precision for pre-training, fine-tuning or inference, and see which rentable GPUs accelerate FP8 and FP4 in hardware and which only emulate them.
guides / pricingWhich free GPU options still work in September 2026, which closed, who qualifies for credits, and what the cheapest paid GPU costs once the quota runs out.
pricing / guidesColab plans and compute units explained, a dated estimate of what a Colab T4 costs per hour, Kaggle's free tier, and live hourly prices to rent the same GPUs.
providers / guidesWho rents cloud GPUs, grouped by kind and listed alphabetically, with a live price table, verified facts per provider and five questions to shortlist three.
pricing / guidesHow on-demand, spot, reserved, capacity block and marketplace GPU pricing work, what each one commits you to, and a rule for picking between them.
pricing / guidesPick between a monthly dedicated GPU server, a GPU VPS and an hourly cloud GPU for an always-on job, with dated list prices and a break-even formula.
hardware / guidesVRAM, memory bandwidth and dense throughput decide an AI workload. How to find them on a datasheet, and why the headline TFLOPS figure is usually doubled.
providers / pricingLive in-stock A100, H100, H200 and B200 prices at GPU clouds comparable to Lambda, what Lambda does well, where it falls short, and a rule for choosing.
hardware / guidesA is Ampere, L is Ada, H is Hopper, B is Blackwell. A decoder table, a generation timeline and a four-step method for placing any NVIDIA GPU on a rental site.
pricing / hardwareVerified purchase listings for NVIDIA H200, B200, B300, GB200 NVL72 and A100 with seller and date, the misquoted figures corrected, and live rental prices.
pricing / hardwareWhat an H100 card, an 8-GPU server and a DGX H100 last listed for, with sellers and dates, next to live rental prices and a break-even method you can run.
hardware / guidesNVLink, PCIe and SXM explained for people renting multi-GPU servers: bandwidth per generation, what the H100 NVL is, and when the SXM premium pays off.
providers / pricingLive prices for the same GPU on RunPod and comparable providers, the documented reasons people leave RunPod, and which alternative fits each reason.
pricing / analysisPublished serverless GPU prices from Modal, RunPod, Replicate, Baseten and others, and the break-even utilisation formula for choosing serverless or dedicated.
hardware / pricingWhat a Google TPU is, what each generation costs per chip-hour in September 2026, how that sits beside live GPU rental prices, and when to pick which.
providers / analysisWhen Vast.ai is safe enough, when it is not, and the live price gap between the marketplace and a managed cloud for the same GPU. Ends with a host checklist.
pricing / guidesA GPU-hour is one GPU used for one hour. Learn how providers meter it, what the price leaves out, and how to estimate a job's cost from live prices.
providers / guidesA neocloud is a GPU-first cloud. See how neoclouds differ from hyperscalers and GPU marketplaces, who they are, the risks, and which one to rent from.
hardware / guidesMIG splits one NVIDIA data centre GPU into isolated instances with their own memory. See which GPUs support it and when a slice beats a whole cheap GPU.
analysis / pricingA Tesla V100 costs $0.05/hr at one provider and $3.06/hr at another. Same chip, same VRAM, same performance. Here's what the data looks like across 27 providers.