Subject: Italy - Low season?

We are planning a trip to Italy at the end of the year. Undoubtedly we shall get a lot of inspiration from Linda and Don's wonderful 2004 new Italy travelogue. We are planning a similar trip plus some driving around Umbria. I was wondering when is the turning point to get real discounted hotel rates in Italy, does any one know?

Graziella, Miami Beach