For some time, we tried drinking decaf coffee. It tasted like coffee, but it just lacked something. We almost stopped drinking coffee because we just didn't feel like drinking it anymore (until we bought regular beans again).

Your guests may not consciously notice it, but I really don't get why you'd offer coffee in the first place if it's decaf.