Blog
Best Cloud GPU for Stable Diffusion: RTX 4090 vs A10 vs L4
Benchmark comparison of RTX 4090, A10, and L4 for Stable Diffusion XL inference. Covers VRAM requirements, images per hour, and cost per 100 images across cloud providers.
Choosing the Right GPU for LLM Inference: 7B to 405B
A practical guide to GPU selection for serving large language models. Covers VRAM requirements, multi-GPU configs, and cheapest cloud options for models from 7B to 405B parameters.
RTX 4090 Cloud vs Buying: The Break-Even Analysis
A concrete financial analysis of renting versus buying an RTX 4090. Covers purchase price, electricity, depreciation, utilization rate, and the exact break-even point in GPU-hours.
Spot vs On-Demand GPU Instances: A Practical Guide
When to use preemptible (spot) GPU instances versus on-demand for ML workloads. Covers cost savings, interruption risk, checkpointing strategy, and provider-specific behavior.
H100 vs A100 Cloud Pricing: When the Upgrade Pays Off
A quantitative comparison of H100 SXM and A100 80GB cloud pricing across LLM training, inference serving, and fine-tuning workloads — including break-even analysis by task type.