Beyond Text: On-Demand UI Generation for Better Conversational Experiences

In today’s AI-driven world, we’re increasingly interacting with sophisticated language models through simple text interfaces. While powerful, this raw text communication paradigm introduces significant user experience challenges that limit accessibility, efficiency, and ultimately user satisfaction. What if AI systems could generate precisely the right interface components when needed, without requiring developers to build every possible UI variation in advance? This post explores my work on a new prototype that enables LLMs to create dynamic, interactive UI components on demand, transforming how users interact with AI systems and MCP servers. Your browser does not support the video tag. Video demonstration of a shipping company support dialogue with AI-generated UI components The Problem with Raw Text Interactions Text-based interactions with AI have several inherent limitations: Cognitive overload: Users must translate their structured needs into unstructured text Ambiguity: Na ... Read full article.