AEO / GEO

Key Takeaways If you’ve been tracking your brand in AI tools and wondering why the data isn’t telling you anything useful, the problem is usually upstream: generic prompts, the wrong measurement model, inputs that don’t reflect how real buyers actually search. In an earlier piece, I introduced a structured framework for fixing it. This post […]

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 […]

Key Takeaways Have you started tracking your brand in ChatGPT, Perplexity, or Google AI Overviews? Good. You’re thinking about the right problem. Here’s the harder question: what are you actually measuring? Most teams doing AI brand visibility tracking today have taken a familiar mental model and applied it to an unfamiliar system. Prompts have become […]

Key Takeaways Here’s something that should keep marketers up at night: your buyers are researching purchases in ChatGPT and Perplexity, and most brands have no idea whether they’re showing up in those answers. That gap is exactly what an AI visibility report is built to close. It tells you how often your brand gets cited […]