Depends on the route. Generally giving 5$ to 10$ more that the minimum is enough. Copa will take money first instead of giving the business seat for free. In more demanding routes like EZE, MVD, SFO and JFK, a lot of people like to participate in the bids searching an easy upgrade, therefore is recommended to bid higher to get the seat.