 Gutman clerked for Judge Irving Loeb Goldberg on the United States Court of Appeals for the Fifth Circuit (1980–1981).After that, he joined the law firm of Cravath, Swaine & Moore.He left the firm to clerk for Justice Potter Stewart on the United States Supreme Court.