I think you'll start to see a difference in about a month or so. Don't worry about how slow you go. I've done it twice and never got to the point of actually doing 5k in the time the app thought I would have done 5k, but any exercise I can manage is a bonus, I think!
Thinking back, Couch to 5k was really good for my mental health too.