Build Your Own First-Party LLM Citation Monitor — Why You Shouldn't Rely on Second-Hand Data Alone

Second-hand GEO monitoring tools give you "the queries they think you should track." But how your target customers actually ask AI, and how AI answers about your brand — those first-party signals are only obtainable by measuring directly yourself. This article provides a complete Python architecture and code to build a controllable first-party measurement pipeline.