8 Best High-VRAM GPUs for Running LLMs Locally (September 2026) Top Reviews

Best High-VRAM GPUs for Running LLMs Locally

I spent the last three months testing eight high-VRAM GPUs through actual LLM inference workloads – running Llama 3, Mistral, Qwen, and DeepSeek models at Q4_K_M and Q5_K_M quantization through Ollama and LM Studio. My goal was simple: figure out which cards deliver the best mix of VRAM capacity, tokens-per-second throughput, and total cost of … Read more