Making LLM conversations navigable

The Node-tree interface turns a linear AI conversation into an interactive hierarchy, helping people preserve context, revisit branches, and explore ideas without losing their place.

UX research and interface evaluation2025
Making LLM conversations navigable project
01

Question

How does the format of an LLM interface change the way people explore information and make decisions?

02

Study

A comparative study with business users evaluated node-tree and chatbot interfaces across exploratory, follow-up, decision-making, and problem-solving tasks.

03

Finding

The structured interface was especially useful for brainstorming and for keeping related ideas visible. The work points toward adaptive AI interfaces that can shift between conversational and spatial formats.

Evaluating Node-tree Interfaces for AI Explainability↗︎