I think FFTW does not run on GPUs.
That's the kind of stuff Nvidia has offered for the last decade while AMD did god knows what.
Also, maybe a bit obvious.. but that even if there is no huge benefit - sending compute to the GPU frees up your CPU/application to do other things .. like keeping your application responsive :)