Easy has reduced AI, and several factors in your favor (like alliances, heirs, etc)

Moderate is full AI, but no bonus to your enemies.

Hard and expert gives your enemies additional money, and several factors are against you (very hard to get an alliance, on auto-resolve you loose lots of troops, etc)

This is as far as I know, please correct me if I am wrong.