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When Optimization Becomes Manipulation: Defending Generative Search against Malicious Generative Engine Optimization

Paper proposes defences against malicious Generative Engine Optimisation, where adversaries craft web pages to hijack AI search engine citations — an emerging integrity threat to enterprise AI-assisted research.

Summary written by editorial AI · Source link below

Filed by arXiv Crypto & Security1 min readRead at source ↗

arXiv:2609.02964v1 Announce Type: new Abstract: This paper focuses on defending generative search engines against malicious Generative Engine Optimization (GEO), which rewrites web documents to match engines' citation preferences and thereby manipulates generated answers. Recent GEO methods have advanced from hand-crafted rewriting to automated and agentic optimization, substantially increasing the visibility of target documents in generated answers. However, defending against such manipulation

Editorial Analysis

Why it matters

Enterprises increasingly relying on AI-powered search for market intelligence face a new manipulation risk analogous to traditional SEO poisoning but targeting generative answer engines.

Forward-looking interpretation drafted by editorial AI under human review — not a reproduction of the source. See methodology.

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