The Retrofit Gap and the AI Divide That Will Reshape the Industry

Why survey data is a weak foundation for AI

As every company claims to be AI-powered, the real divide is emerging between AI-native and AI-added organizations. This article explains why legacy data, survey-based research, and outdated business models limit AI's potential—and why a research reset is coming.