No, GILTI is not tax-exempt. It was introduced to ensure that U.S. corporations pay taxes on certain types of income earned by their controlled foreign corporations (CFCs).
However, U.S. corporations can claim a foreign tax credit for 80% of the foreign taxes associated with GILTI, which can offset some of the U.S. tax liability.