Cost-per-install is one of the many metrics by which people measure their advertising budget. The advertiser only pays the ad network once the app is installed instead of just the advert being viewed (known as the CPM, or cost-per-mille, model). This puts the onus on ad networks to place the advert in places where conversion rates are high and to target the ad appropriately to the correct audience.