structured data for AI search

Outcome: By following this guide, you will establish a repeatable system for AI search visibility monitoring within 2-3 hours of initial setup, plus 15-20 minutes of weekly review. Skill level: Beginner to intermediate—no coding required, though familiarity with basic analytics dashboards helps. Businesses that fail to monitor brand presence in chatbots risk losing visibility as consumers shift from traditional search