Buying a PC for local AI? These are the specs that matter

Been using Radeon vii for stable diffusion and ollama (16 gibibytes of vRAM, HBM2 memory; 1 TB/s bandwidth)

Experience tells me it's not flops or tops or vRAM or bandwidth, but if it's AMD or Nvidia