AI SEARCH RANK TRACKERS ARE LYING TO YOU

Summary from the TLDR Marketing newsletter

Most AI search visibility tools overpromise because they rely on synthetic prompts and lack access to real user data. Reliable tracking is difficult due to query variance, personalization, model differences, and changing outputs, making accurate measurement of AI-driven search visibility nearly impossible. AI is still in its early stages, so it's important to understand each tool's data sources and limitations before trusting their reports.