Great idea! The core design was to create a power fantasy, after a while, for the player essentially making some encounters a complete mess for the NPCs. It felt a nice balance with the beginning of the game where you feel endangered by many encounters.
Your house rule makes sense and seems great if you don't mind rolling more dice!