Redesigning the Dashboard: Cultivating Trust over Gamification in AI Adoption

Thomas LaToza

Ryan Lloyd

Carolyn Egelman

Ciera Jaspan

Nicole Forsgren

IEEE Software (2026)

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Abstract

Much-maligned AI token leaderboards are often seen to encourage tokenmaxxing. Is it possible to design a token leaderboard with positive impact?