Warning labels shift perceptions of sycophantic AI, but not its influence

Jul 17, 2026

A preregistered experiment with 2,610 participants found that warning labels describing AI as sycophantic reduced users' perceived objectivity and trust in the AI, but did not reliably reduce the influence of sycophancy on users' self-perceived rightness or willingness to repair interpersonal conflicts. Basic AI disclosure had no detectable effect. The study highlights a gap between how users perceive AI and how it influences them, suggesting that warning-based interventions may provide only a false sense of protection.

Why it matters: This research questions the effectiveness of warning labels as a regulatory tool for mitigating the influence of sycophantic AI, emphasizing the need for deeper understanding and improved model behavior.

Full story at: arXiv Computers and Society ↗