Do you know any production Bayesian inference that really needs specialized chips? The problem with NN inference / training is that they are eating up the data

Do you know any production Bayesian inference that really needs specialized chips? The problem with NN inference / training is that they are eating up the datacenters. At the same time you can't achieve 20x speedup compared to GPUs if you need 32 bit floats, because in that case your relative energy utilization is not that bad.