Spiking neural networks are not software, they are usually built directly into silicon chips because they are using pulse timing to encode information instead of multiple bits. The problem is that training them is difficult because they operate over time, not that they don't work. As of now, scaling training infrastructure is more important than theoretical power efficiency.