What's the difference between GPUs and the special chips used for AI?

[Undertaker00]

I see companies designing custom AI chips instead of using GPUs from NVIDIA. Why make custom chips? Aren't GPUs good enough for AI training?

[JayJ]

GPUs were designed for graphics processing which happens to share some properties with AI matrix operations. But GPUs are general-purpose. Custom AI chips optimize specifically for neural network operations