Almost every major marketing analytics platform shipped AI visibility features in 2025. What does not yet exist is a simple, unified measurement framework that connects AI visibility to revenue. The tools can tell you whether ChatGPT mentioned your brand. They cannot yet tell you what that mention was worth, how it compares to your paid search investment, or when you should reallocate budget. Here's how I'm thinking about it. Continue Reading →