I guess it works best on photos in RAW format.
It doesn't, I tested it already plenty :- ). It's some very shitty fast algorithm. The quality is nowhere, not even remotely close to other solutions out there.
Imho it's meant to upscale raw/content from cell-phones, and being able to compute it on low-performance hardware like that as well.