Most GEO programs fail because they are run like content projects instead of operating systems. Teams publish a few articles, add a comparison page or two, then hope visibility improves. That usually produces scattered assets, inconsistent messaging, and no reliable way to measure whether the brand is becoming easier for AI systems to retrieve, quote,...