GPU Over RAM: The Hardware Calculation That Makes or Breaks Local LLM Performance

As local LLM deployment grows, understanding the RAM-to-VRAM trade-off becomes critical. A GPU can deliver 10-30x faster inference than CPU, making hardware selection far more important than raw memory capacity. This guide provides the formulas and benchmarks needed to avoid costly mistakes.