Design & UX · September 19, 2026
Designing Complex Interactions with AI Prototyping
Learn how to design complex interactions using AI prototyping tools and improve the user experience.

Designing complex interactions can be tedious and time-consuming, especially when it comes to interfaces like filters, dashboards, and conversational AI.
AI prototyping tools can help designers build realistic, interactive prototypes that closely resemble the real product, allowing for earlier and more frequent user testing.
Interactive Prototypes
AI tools bring speed to the design process, enabling designers to create a realistic working prototype in a day, incorporating realistic participant data, numerous states, complex filtering, and AI-generated responses.
This means designers can test with users earlier, more often, and iterate on what they learn from research, ultimately leading to better design decisions.
Applying AI Prototyping
To apply AI prototyping, designers should first determine what the prototype needs to do, decide how it should look and behave, collect the necessary data, write a prompt, and refine the prototype based on user feedback.
By following these steps, designers can create effective AI prototypes that help them design complex interactions and improve the overall user experience.
Sources
- Test Complex Interactions Earlier with AI Prototyping — Nielsen Norman Group