How quickly does GEO impact LLM citation frequency?

“Initial citation improvements are measurable within 4-6 weeks of corpus saturation beginning — primarily on Perplexity AI and ChatGPT, which run shorter retrieval-refresh cycles. Broad cross-platform citation stability across ChatGPT, Gemini, Perplexity, Claude, and Grok typically requires 3-5 months.”