Articles
Deep dives on GPUs, VRAM, and running LLMs locally.
GPU Guides•12 min read
How Much VRAM to Run Llama 3.3 70B, Mistral, Gemma: The Complete 2026 Guide
Stop guessing. Here's how much VRAM you need for every major open LLM — with quantization estimates and third-party reference benchmark data.
GPU Comparisons•8 min read
RTX 3090 vs RTX 4090 — Full VRAM & LLM Benchmark
Detailed comparison of NVIDIA RTX 3090 vs RTX 4090 for local LLM inference. VRAM, memory bandwidth and price-per-token analysis.
Cloud GPUs•10 min read
Cheapest Cloud GPUs for LLM Inference in 2026
Updated overview of affordable cloud GPU providers for running large language models. Vultr, Lambda Labs, RunPod and more.
API Comparisons•7 min read
Groq vs OpenAI API — Speed & Cost Comparison
Groq vs OpenAI: how the two inference APIs differ on speed, pricing, context windows, and model support.