Frontline Investigation

Sep 8, 2026 · Artificial Intelligence

Same AI, Different Roles: Why Usability Depends on Context, Not Accuracy

This article explains why the same AI model succeeds in one job role but fails in another, arguing that usability depends on role-specific risk, responsibility, and judgment interfaces rather than model accuracy, and proposes a framework of three role-based questions and three handover checkpoints for effective AI integration.