A critical review of GEO research concludes that already-retrieved content can improve citation and use, but no tested technique reliably raises organic discoverability or downstream traffic across engines.
Are LLM s reliable rankers? rank manipulation via two-stage token optimization
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Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026)
A critical review of GEO research concludes that already-retrieved content can improve citation and use, but no tested technique reliably raises organic discoverability or downstream traffic across engines.