One of core goals of edge-based ML/AI is to provide high performance hardware, that consumes as little power as possible. Achieving both high performance and low power consumption offers significant benefits to solution developers as it enables use in more power-constrained applications.
This is a companion discussion topic for the original entry at https://www.edgeimpulse.com/blog/brainchip-akida-and-edge-impulse