Azure batch could be aweseome.
The real thing would be having preprovisioned and running VMs so that only the Application Image has to be transfered and the Job can start nearly immediately.
Running a task like the OCR example in the video takes around 1 minute.
Starting/provisioning the VMs takes around 5 minutes. Users want results fast!