It already did for me, as a solo-developer, problems I normally needed to browse stackoverflow for I can now ask AI in my own editor in the context of my own code. It has been a lifesaver multiple times already and otherwise a significant timesaver.
Other outfits are going to make NPUs so fast that no GPU can compare. Even an architecture such as NVIDIA's will be price-wise too expensive to be of interest for any AI outfit.
Then, either NVIDIA pivots so hard, they pivot themselves out of the GPU industry, or...