We use a company called Leif (my former company). They handle all of the income verification and collection. The ultimate truth is from tax returns. The vast majority of people self-report accurate incomes, however.
Yep, the income share agreement has a clause where, if Leif asks, they need to share their tax information. This is only if other methods have failed, however.