Frustration is data. Build for verification, not trust.
Users insult bots when output fails silently and they have no clear path to fix it. Add explicit verification moments and friction-free correction steps wherever your AI makes a consequential suggestion.
Turn your design into Claude skills
Drop a screenshot, see which of the 38 patterns you are missing. Free, no signup for the first audit.
aiux 
