 On November 20, 1947, Wilhelm was drafted by the New York Giants from the Braves in the 1947 minor league draft.Wilhelm's first assignment in the Giants organization was in Class B with the 1948 Knoxville Smokies, for whom he registered 13 wins and 9 losses.He spent a few games that season with the Class A Jacksonville Tars of the South Atlantic League.