As adjectives the difference between neat and prolix
is that
neat is clean, tidy; free from dirt or impurities while
prolix is tediously lengthy.
As a noun neat
is (archaic) a bull or cow or
neat can be an artificial intelligence researcher who believes that solutions should be elegant, clear and provably correct compare scruffy.