// ai model behavior

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AI Systems Cite Business and Tech Sites, Ignore Academic Sources

A large-scale analysis of AI-generated answers reveals that language models overwhelmingly cite commercial websites and tech publications over peer-reviewed research, even in domains where academic rigor matters. Users asking medical or scientific questions are being directed toward blog posts and corporate pages rather than journals, while SEO-optimized business content gains disproportionate weight in AI recommendations. The finding exposes a structural bias in training data and retrieval systems that advantages commercial players who can afford to saturate AI training corpora with branded content.