SafeGEO: Understanding Generative Engine Optimization Risks in Recommendation Agents
SafeGEO is constructed, an evaluation suite with 22 GEO attack variants across 600 recommendation cases that empirically show that GEO attacks can promote flawed target products and whether agent-side design choices can mitigate this risk.