How visibility improvements fail to preserve authority after AI systems reconstruct information As artificial intelligence systems increasingly shape how residents access public information, organizations are adapting content to improve visibility within AI-generated responses. This shift has accelerated interest in Generative Engine Optimization (GEO), which focuses on helping artificial intelligence systems identify, parse, and surface information more effectively. In many cases, these optimization efforts work. Content becomes easier for artificial intelligence systems to process. Information appears more frequently inside generated responses. Visibility improves. However, incorrect AI-generated answers still occur even when content is highly optimized. This reveals a distinction between visibility and interpretation. Optimization Improves Discoverability Generative Engine Optimization focuses on improving how information is surfaced within AI-generated environments.…