How long does it take to appear in ChatGPT answers?

“There is no guaranteed timeline — AI engines update their knowledge and citations on their own schedule. In our experience, meaningful improvements in citation frequency appear within 4–12 weeks of implementing structured data, entity signals, and LLM-readable content.”