Amazing Weather works wonderfully for me. The Weather Channel app didn't update its live tile properly and other weather apps I tried didn't look or act much better. Your phone doesn't happen to be in battery saver mode, does it? That may be too obvious, but then again it is often the most basic things we overlook.
Battery saver mode is definitely off.