How Much VRAM Do I Need for LLM Training and Inference?
A practical engineer's guide to VRAM for LLM training, fine-tuning, and inference. Learn how to estimate VRAM for 7B and 70B models, and what to check...
2026-10-25 Read guideGuides
Cloud GPU guides
Evergreen, vendor-neutral guides on renting cloud GPUs for LLM training, fine-tuning and inference.
Cloud GPU Cost Estimator: A Practical Guide for ML Engineers
Build a cloud GPU cost estimator that survives real invoices. I cover the inputs, the line items people forget, and how to sanity-check any rental quote.
2026-10-25 Read guideH100 vs A100 Rental Price Per Hour: What the Rate Gap Actually Buys You
Comparing H100 vs A100 rental price per hour from an ML engineer's view: raw compute, memory bandwidth, power, and where the premium is worth it.
2026-10-25 Read guideCloud GPU Rental Price Comparison: A Field Guide for Engineers
Compare cloud GPU rental prices per hour across providers. Learn the real cost drivers, hourly vs monthly pricing, and how to use a cloud GPU rental cost...
2026-10-25 Read guideH100 Rental Pricing: What You Actually Pay Per Hour
A practical h100 rental pricing guide for ML engineers. Compare h100 cloud pricing, rental rates per GPU, and costs for training vs inference.
2026-10-24 Read guideA100 GPU Rental: What I Actually Check Before Renting
Renting an A100 for LLM training, fine-tuning, or inference? Here's what I check before paying: multi-GPU scaling, memory limits, and price per hour.
2026-10-24 Read guideH100 Cloud GPU Price: What I Actually Pay for Training, Inference, and Fine-Tuning
H100 cloud GPU price breakdown: per-hour rates for training, inference, and fine-tuning. Compare H100 vs A100 cloud price and find the cheapest options.
2026-10-24 Read guideLLM Fine Tuning GPU: What I Rent and Why
A practical guide to GPU choices for LLM fine tuning, including VRAM, multi-GPU setups, cloud costs, and A100 vs H100 vs L40S trade-offs.
2026-10-23 Read guideBest GPU for LLM Fine Tuning: A Cloud Engineer’s Honest Guide
Struggling to pick a cloud GPU for LLM fine tuning? I compare VRAM, cost, and real training runs for Llama, Mistral, and more. No fluff, just numbers.
2026-10-22 Read guideNVIDIA H100 Cloud GPU Price: What I Actually Pay and Why
NVIDIA H100 cloud GPU price breakdown: hourly rates, per-hour cloud costs, cheapest rentals, and how H100 vs A100 pricing affects training and fine-tuning budgets.
2026-10-22 Read guideLLM Fine Tuning GPU Requirements: A Practical Guide
What GPU memory do you really need for LLM fine tuning? Compare cloud GPU options, multi-GPU setups, and costs — from a working ML engineer's view.
2026-10-22 Read guideCloud GPU Pricing Comparison: What You Actually Pay Per Hour
Compare cloud GPU prices per hour across AWS, Azure, GCP, and smaller providers. A practical guide to cloud GPU rental price comparison for AI workloads.
2026-10-22 Read guideCloud GPU Price Comparison: What I Actually Pay for Training and Inference
A practical cloud GPU price comparison for engineers. Compare cloud GPU pricing per hour, spot vs on-demand, and find the cheapest rental for LLM inference.
2026-10-22 Read guideLLM Training GPU Rental: What I Actually Check Before Renting
Renting GPUs for LLM training? Here's how to pick the right cloud GPU for large language model training, avoid hidden costs, and compare H100 rental options...
2026-10-22 Read guideH100 Rental: A Practical Guide for LLM Training, Fine-Tuning, and Inference
How to choose h100 cloud GPU rental for LLM training, fine-tuning, and inference. Compare h100 rental rates, spot pricing, and startup-friendly options.
2026-10-21 Read guideL40S vs A100 price: what the hourly rate hides
The L40S and A100 rent at different rates for different reasons. Here is how to compare their hourly cost against the work you actually need done.
2026-10-21 Read guideH100 vs B200 Cloud GPUs: Which Rental Actually Saves You Money?
Compare H100 vs B200 cloud GPU rentals for LLM training and inference. Learn how to evaluate real per-hour costs, memory bandwidth, and when to pay the premium.
2026-10-21 Read guideHow to Find the Cheapest H100 Rental for AI Workloads
The lowest listed rate is rarely the cheapest rental overall. How marketplaces, specialised clouds and hyperscalers differ, and what sets your real cost.
2026-10-20 Read guideThe sticker shock that made me rethink GPU renting
Rent GPU for fine-tuning LLM without overpaying
2026-10-20 Read guideI’ve been renting GPUs for training runs since the A100 days, and I’ve probably burned through $40k in cloud compute across Lambda, RunPod, Vast, and even a sketchy dedicated box in Finland. If you’re trying to decide between H200 and H100 in 2026, h
H200 vs H100 rental price comparison 2026
2026-10-20 Read guideRTX 4090 vs 5090 price: what you pay for
Compare RTX 4090 vs 5090 rental prices, what drives the gap, and when the newer card is worth the premium for AI inference, fine-tuning, and training.
2026-10-20 Read guideGPU Cloud Pricing Comparison: A Practical Guide for AI Teams
A vendor-neutral look at GPU cloud pricing comparison: hourly billing, storage and egress, idle time, and what workloads really cost each month.
2026-10-19 Read guideGPU Cloud Cost per Month: A Practical Guide for Engineers
Your monthly GPU bill is not the hourly rate times hours. Storage, egress and idle capacity all add up. How to model the number before you commit.
2026-10-19 Read guideA100 vs H100 vs H200: Real Cloud Prices, Side by Side (October 2026)
Live October 2026 quotes for A100, H100 and H200 on Vast.ai and RunPod. The A100 is cheapest, the H200 quote is wild, and the H100 is where the real trade-off lives.
2026-10-19 Read guide"A100 vs H100: the on-demand vs spot price gap is the real story"
"H100 rents for ~3x an A100, but the spot-vs-on-demand gap and PCIe-vs-SXM spread matter more than the headline number. Live Vast.ai figures, October 2026."
2026-10-18 Read guideH100 vs A100 in October 2026: What the Hourly Gap Actually Buys You
H100 vs A100 cloud pricing, checked October 2026: real hourly ranges, total-job math, and when the H100 premium is money wasted.
2026-10-18 Read guideRent vs Buy GPU: A Practical Guide for AI Engineers
Buying looks cheaper on paper until utilisation, depreciation and maintenance are counted. Where the break-even sits, and when a hybrid setup wins instead.
2026-10-18 Read guideH100 vs A100 price: when the premium stops paying for itself
The gap between H100 and A100 rental rates is narrower than list prices suggest. How to compare both per hour, per token and per project before you commit.
2026-10-17 Read guideH200 vs H100 for LLM inference - where the memory premium actually pays off
H200 vs H100 for LLM inference: a cost-per-token breakdown of when 141 GB of HBM3e memory pays for the higher hourly rate.
2026-10-17 Read guideH100 Rental Price: A Practical Guide for Engineers
Two teams can rent the same H100 class and pay very different rates. What sets the hourly price, why it moves, and how to compare providers honestly.
2026-10-16 Read guideCloud GPU rental: what the hourly rate hides
Hourly rates are the easy part. Here's how storage, egress, idle time and memory limits decide what cloud GPU rental really costs you in practice.
2026-10-16 Read guideH100 vs A100 GPU Rental: A Practical Guide for AI Engineers
H100 or A100? The answer depends on memory bandwidth, precision and how long you can wait. How the two compare on rental cost and the jobs each suits.
2026-10-15 Read guideCloud GPU Rental for AI: A Practical Use-Case Guide
Match the job to the card: how training, inference and fine-tuning workloads map onto GPU classes and rental models, and what each choice costs per hour.
2026-10-14 Read guideH100 GPU Rental Guide: Training, Inference, and Cost Comparison
Hourly H100 rental looks simple until interconnect, spot interruptions and storage enter the bill. How to size a rental and estimate the real cost.
2026-10-14 Read guideHow to choose a cloud GPU for LLM fine-tuning
Cloud GPU rental for LLM fine-tuning: a practical decision guide for choosing between H100, A100 and L40S capacity, understanding VRAM budgets, and avoiding...
2026-10-13 Read guide