Eventually, the parts you put in will deplete the copper in solution, producing the result you found -- copper verdigris of any iron parts. You can try to speed this up with disposable scrap iron. At some point, your phosphoric acid bath was going to be depleted anyway, and would need replacement. So you may just bait the bullet and do that now. But, a bit more discussion about your scale could help us come up with options.