Design & UX10 min
AI UX Patterns That Actually Work in Production: Loading States, Streaming, Confidence, and Human Handoffs
Most AI products slap a chat UI on an API call and call it done. Here are the production-ready UX patterns that actually work — from streaming responses and confidence indicators to human-in-the-loop handoffs that preserve context.