Technical fixes — crawler accessibility, schema, passage restructuring — typically show measurable citation movement within 4 to 8 weeks. Topical authority and external corroboration build over 3 to 6 months. Businesses that have been absent from AI-generated answers for an extended period should plan for a 6-month horizon before consistent citation presence is established across all platforms.