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Expert guides, comparisons, and insights on GPU cloud pricing and AI infrastructure

guide12 min read

Ultimate Guide to Renting GPUs for AI Development in 2025

Learn how to rent GPUs for AI and ML training in 2025. Compare H100, A100, and RTX 4090 pricing across AWS, Lambda Labs, RunPod, and Vast.ai. Expert guide to choosing providers, optimizing costs, and avoiding common pitfalls.

GPU Rental Experts
Jan 15, 2025
comparison8 min read

H100 vs H200: Is the H200 Worth the Premium for LLM Training?

H100 vs H200 GPU comparison for LLM training. Compare specs (141GB vs 80GB VRAM, 4.8 vs 3.35 TB/s bandwidth), real-world benchmarks, pricing ($1.87-7/hr vs $2-8/hr), and ROI analysis. When is H200 worth the 30-50% premium?

AI Infrastructure Experts
Jan 10, 2025
guide10 min read

How to Reduce AI Compute Costs by 80%: Enterprise Guide

Cut AI infrastructure costs by 70-80% with proven strategies: provider arbitrage, GPU right-sizing, spot instances, and auto-shutdown policies. Real case studies show teams reducing monthly GPU bills from $47K to $9K. Actionable 3-month roadmap included.

Cloud Cost Optimization Team
Jan 5, 2025
guide9 min read

Best GPUs for Large Language Model Training in 2025

Choose the best GPU for LLM training by model size: RTX 4090 for 7-13B models ($0.25-0.80/hr), A100 80GB for 30-70B models, H100 for 175B+ models. Includes VRAM requirements for LoRA, QLoRA, and full fine-tuning with cost comparisons.

LLM Training Specialists
Dec 20, 2024
guide7 min read

Cloud GPU Pricing Explained: Understanding Cost Structures

Understand cloud GPU pricing: on-demand, reserved (40-60% savings), and spot pricing (50-90% off). Uncover hidden costs like egress fees ($0.08-0.12/GB) and storage that can triple your bill. Real cost examples comparing AWS, RunPod, and Vast.ai.

Cloud Pricing Analysts
Dec 15, 2024