This session moves beyond the hype of generative AI to provide CIOs with a data-driven analysis of how "Answer Engines" are fundamentally re-wiring the modern donor journey. We will explore the technical shift from traditional search to an agentic discovery layer, focusing on the infrastructure and structured data required to maintain brand visibility. We will address the "Data Provenance Gap," offering a framework to ensure organizational impact remains machine-readable and authoritative for third-party LLMs. Ultimately, technical leaders will leave with a strategic roadmap to evolve their stack from "mobile-first" to "AI-native," ensuring long-term digital resilience with donors and the searching public.