AI Visibility Rankings Are Mostly Statistical Noise, New Study Shows
A new arXiv paper shows AI citation rankings swing wildly between runs, meaning a single snapshot is often just noise. The authors propose bootstrap confidence intervals and a stopping rule so marketers can tell when a ranking reflects a real advantage. Ignoring this uncertainty risks chasing phantom visibility gains.