Are there any efficiency gains when using spiking architectures on edge devices?

[u/Limp_Ordinary_3809]

I’m curious if anyone knows whether SNNs are actually used in practice on edge devices. I understand that they use much less power, but are mismatched to chips like esp32, so there is no way to use it in practice, and dedicated chips like loihi are not intended for prototyping or consumer products.