In my experience doing detailed projections of exactly something like this - with racks full of GPU compute power - the infrastructure has paid itself after one quarter, maybe two, depending on what volume you're at. There very rarely is a reason to use GPU compute on the cloud - and advantages start as quickly as with just one single GPU.