How to track and measure AI visibility in 2026: a complete guide

As of March 2026, tracking AI visibility requires a 4-layer measurement model: presence, citation, traffic, and business impact. Combined with a structured prompt library, first-party analytics, and the right tools for your budget, businesses can measure and monitor how, when, and in what context AI tools like ChatGPT mention their brands.