You might try a Buddy Belt:
Buddy Belts Regular Edition Leather Dog Harnesses They actually dip down a little in front. Since it is made of leather, it is formed like that to stay under their throat and not on it.
There is one on ebay that looks just like a Buddy Belt for less $$ .