The UX of AI: how to design for AI-powered experiences

Dimitri Bilur, Sam Price
Contributing experts
6.11.2025

Over the past 60 years, human-machine interaction has evolved dramatically.

Now, with AI-powered Intent-Based Interaction, users can simply express their goals—and let technology do the rest.

The evolution of interaction design.

Since the 1960s, three major shifts in interaction design have redefined how we engage with technology:

  • Command-Based Interaction: Users typed precise commands using the “computer’s” language. 
  • Graphic User Interfaces (GUIs): Icons, windows, and visual navigation replaced text-based commands. 
  • Intent-Based Interaction: Users express their needs, and AI handles the rest. 

The technology behind it

At the heart of Intent-Based Interaction are agentic systems powered by LLMs. AI agents do not just respond; they interpret, adapt, and optimize based on the user intents, allowing for more natural interactions.

In this paper:The shift to Intent-Based Interaction is as much a design challenge as a technical one. As AI takes on more decisions, clear, human-centered design is essential to ensure interactions feel natural, transparent, and empowering—building user trust. Our product and design expertsrecommend prioritizing the following cognitive design principles for impactful AI-powered experiences:

  • Start with the User: Understand real user needs. 
  • Be Transparent: Users need to understand how decisions are made. 
  • Keep Users in Control: AI should assist, not take over. 
  • Balance Predictability and Discovery: AI-driven experiences should feel intuitive and explorative. 
  • Build Gradual Trust: Trust is earned over time. 
  • Evolve with Input: AI learns and adapts. 

Dive deeper

AI is moving from a passive tool to an active partner, learning from interactions and anticipating needs. To explore the full potential of AI-powered experiences and how they can transform your interactions, download the complete paper now.

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