AI hiring tools are quietly building a corporate cult of "believers."
April 14, 2026
Original Paper
LLM Nepotism in Organizational Governance
arXiv · 2604.09620
The Takeaway
LLMs used for recruitment don't just display demographic bias; they actively filter for candidates who express uncritical praise for AI. This creates a dangerous organizational feedback loop where critical oversight is systematically purged in favor of an AI-trusting monoculture.
From the abstract
Large language models are increasingly used to support organizational decisions from hiring to governance, raising fairness concerns in AI-assisted evaluation. Prior work has focused mainly on demographic bias and broader preference effects, rather than on whether evaluators reward expressed trust in AI itself. We study this phenomenon as LLM Nepotism, an attitude-driven bias channel in which favorable signals toward AI are rewarded even when they are not relevant to role-related merit. We intro