How long does it take to see tangible results from AI search optimization?

Because LLMs update their training data and Retrieval-Augmented Generation (RAG) indexes at different intervals, timelines can vary. However, with a comprehensive full-lifecycle GEO operation—focusing on structured data, authoritative content, and strong semantic signals—enterprises typically begin observing measurable increases in AI Share of Voice (SOV) and brand citations within 3 to 6 months.