How long does it take to see results from GEO optimization?

Because AI algorithms continuously scrape and update their training data and retrieval-augmented generation (RAG) databases, early signs of AI visibility (such as increased brand mentions in AI outputs) can often be seen within 3 to 6 months, provided a robust **GEO Lifecycle Operation** is properly executed.