AI Visibility Tracking Is Broken: Here Is What to Measure Instead
AI visibility tracking as most teams practice it is statistically invalid. If you ask ChatGPT the same question 100 times, you will get the same list of brands in the same order roughly once. Maybe never. That is not a flaw in the tracking tools. It is a fundamental property of how large language models work. Yet the market for AI visibility tracking is already estimated at over $100 million per year, according to Search Engine Land. Brands are spending serious money on dashboards that show them “rankings” in AI responses. Rankings that change every time you run the same prompt. ...