Video encoding isn't GPU-parallelizable. It's a good fit for either CPU+SIMD or custom ASICs. It's just a kind of compression, which means it's based on unpredictable if-statements, which is just what GPUs don't do.

You can mass parallelize it by encoding different clips on different CPUs, this is more optimal because it has less communication overhead.