This, I believe, is a discussion about analytical vs cognitive problem solving. And specialized vs generic approaches.

Maybe the author of the app had other uses for CNNs in mind for other features in the future.

So if you account for that, why have individual analytical solutions when you can solve a whole bunch of problems with one cognitive approach?