Are you familiar with Timehop? Your concept sounds similar, though I don't use the app and may be wrong. In any case, it might help to look into how they monetize.
I use Timehop but not sure about any user facing revenue model. They do however have the last 5 years of facebook and twitter data about me so I'm sure they're making some money from that.
Thanks for sharing.