LukeW | Tackling Common UX Hurdles with AI
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LukeW | Tackling Common UX Hurdles with AI
"Instead of starting with nothing, AI can generate something for people to edit. Give people working content from day one. Let them refine, not create from scratch. The difference is immediate engagement versus delayed gratification. People can start using your product right away because there's already something there to work with. They learn by seeing what's possible, by modifying, by doing."
"Search interfaces traditionally meant keyword boxes, dropdown menus, faceted filters. Want to find something specific? Learn our taxonomy. Understand our categorization scheme. Click through multiple refinement options. AI models have World knowledge baked in. They understand context. They can translate a natural question into a multi-step query without making people do the work. "Show me action movies from the 90s with high ratings" doesn't need separate dropdowns for genre, decade, and rating threshold. The AI figures out the query structure."
AI commonly appears as a chat panel, but model capabilities extend far beyond that single UI pattern. AI can generate editable starter content to eliminate empty states, enabling immediate user engagement and learning through modification rather than creation from scratch. AI's world knowledge and contextual understanding allow translation of natural-language questions into complex, multi-step queries, removing reliance on rigid taxonomies and multiple filters. Leveraging these strengths can reduce onboarding friction, simplify search interfaces, and address persistent user pain points by producing working content and automating query construction to lower user effort.
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