Jisu Ko

Criticmate: Stagewise Human-AI Co-Critique in UI Design through Situation Awareness

AI tools are increasingly used for UI evaluation, yet most treat evaluation as a single-pass, black-box process that limits both effective model reasoning and human involvement. Grounded in Situation Awareness (SA) theory, we reframe single-screen heuristic evaluation of mobile UIs as stagewise human--AI co-critique,…