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Everyone is a product manager: MAUX, a multi-agent framework for democratized user experience design

  • Yiteng Sun
  • , Fan Li
  • , Danni Chang
  • , Zhuorui Zhang

Research output: Journal article publicationJournal articleAcademic researchpeer-review

Abstract

As user experience (UX) increasingly shapes the value and usability of digital products, enabling non-designers to transform their ideas into coherent UX outcomes remains an important yet challenging problem. Despite advances in AI-assisted tools, UX design still requires cross-stage reasoning across strategic, structural, and interface layers, which is often unsupported by existing systems. To address this gap, this study proposes MAUX, a layered multi-agent UX framework that structures and coordinates design reasoning through goal-driven workflows. MAUX operationalizes the five classical UX layers (strategy, scope, structure, skeleton, and surface) via LLM-driven agents grounded in human–computer interaction principles. A blackboard architecture coordinated by a Meta-Agent maintains semantic consistency across stages, enabling systematic progression from initial intent to interface realization. The framework is demonstrated through the design of Urban AirLink, a conceptual low-altitude mobility platform, and evaluated against four LLM-based baselines in a controlled user study (N=50). Results show that MAUX significantly improves design quality, structural clarity, and cross-layer goal alignment compared to baseline approaches. These findings highlight the potential of MAUX to support reasoning-centered and democratized AI-assisted UX design.

Original languageEnglish
Article number104715
JournalAdvanced Engineering Informatics
Volume74
DOIs
Publication statusPublished - Sept 2026

Keywords

  • Cross-stage design reasoning
  • Democratized product development
  • Human–AI collaboration
  • Multi-agent systems
  • User experience design

ASJC Scopus subject areas

  • Information Systems
  • Artificial Intelligence

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