Buying a GPU for LLMs? Look at Memory Bandwidth! How GPU Memory Bandwidth Limits AI?

A conceptual diagram of a GPU chip architecture showing fast processing tensor cores bottlenecked by a narrower memory data highway.

Think computing power is the most important GPU spec for AI? Think again. Walk inside the silicon to see why Large Language Models run into a severe data bottleneck, and why memory bandwidth dictates text generation speeds.