The expansion of generative engines across enterprise search environments requires organizations to adapt content from traditional keyword placement to Generative Engine Optimization. This white paper presents an empirical framework for structuring corporate web assets to secure citations across Google AI Overviews, Google AI Mode, and Microsoft Copilot, establishing measurable brand authority and commercial acquisition.