You are on to what will be one of the biggest tech stories of the next decade.
All roads lead to neuromorphic edge computing and Brainchip has patents and a 3-5yr head start on competition...and is commercially available now as AKIDA
Partnership with ARM a huge validator and is featured all over the ARM website.
Advantages include much lower power consumption (up to 90%), faster, cloud independent and therefore more secure and can be retrofit to most legacy systems.
This could be a $100B company in my lifetime and I am not young. Yes I am talking my book having accumulated >xxxk shares.