Last Thursday night–well, Friday morning to be accurate–I stopped at the Holiday Inn on the A4 just before Woolhampton. I believe that is full, but there's another motel-style place a few 100m before, which might have rooms.
Obviously this applies to Exe-Buzzard riders only.