No, you will not go to jail. The federal government can seek repayments of means-tested benefits used by an immigrant who is not eligible to use them.
There isn't a set "payment plan" associated with the responsibilities of sponsorship.
Does your wife work? Or if no, does she have the capacity/intent to?
There could be court-ordered support payments, but that is a family law issue, not immigration.