http://en.wikipedia.org/wiki/Computer_Go
The strongest programs are as weak as players that have played the game for mere months, and are no match to a seasoned player.
In contrast, for chess there is a simple rule of thumb "knight and bishop worth 3 pawns, rook worth 5 pawns, queen worth 9 pawns, checkmate is infinitely bad"