Question
AI systems generate answers using available, extractable content. If first-party knowledge is fragmented, unclear, or weakly structured, models rely more heavily on third-party sources. Structured knowledge increases the likelihood of: - Higher Mentions - Stronger Share of Voice - Increased Owned Citations - Reduced narrative risk Knowledge clarity directly influences AI visibility outcomes.