How long does it take to see results from a GEO strategy?

Because AI models periodically update their training data and utilize real-time Retrieval-Augmented Generation (RAG), results can vary. However, with structured meta-semantic optimization and high-authority content placement, enterprises typically begin seeing improved AI brand mentions and citation frequency within a few months.