Why Most AI Systems in Marketing Are Optimizing Against the Past

Fresh Data Isn’t Enough: Why Tag Refreshment Is Now a User Experience ImperativeMarketing teams talk constantly about fresh data. Real-time dashboards. Streaming event pipelines. Always-on optimization. Machine learning models that retrain continuously. But speed is not the same as accuracy. And accuracy is not the same as relevance. There is a quieter issue inside modern […]
