How We Rebuilt AI Visibility Measurement From The Ground Up

Key Takeaways The first post in this series made the case that most AI visibility tracking is built on the wrong foundation: generic prompts measuring hypothetical users, deterministic tools applied to a probabilistic system. If that diagnosis is right, the obvious next question is: what does a better approach actually look like? That’s what this […]