Large Volumes of Asymmetric Encryption
I would explore the GPU option before spending money on specialized hardware.

I have done something similar using CUDA where I was doing many ECC operations in parallel. The GPU was about 30x - 50x faster than the CPU.

You could probably hash the data on the CPU and then use the GPU for the RSA exponentiation.