For the cheapest high-speed tickets in Italy, go for Italo, and buy your tickets in advance. If you're on a super budget, go with the regional trains on Trenitalia. If you've never been to Italy and aren't super great at navigating confusing websites with translations that might be off, book with ItaliaRail.