This research introduces a theory-first strategy as a vital counterpoint to the current corporate obsession with data-driven decision-making. While algorithms and big data excel at refining existing processes, they often fail to predict disruptive innovations or navigate environments undergoing rapid, non-linear change. The research argues that true competitive advantage stems from conceptual frameworks that envision future possibilities which historical data cannot yet confirm. By examining success stories like Amazon and Netflix, the research demonstrates how leading firms use human imagination to guide their analytical tools rather than being restricted by them. Ultimately, the research provides a roadmap for organizations to institutionalize theoretical literacy and cognitive diversity to avoid being outpaced by more imaginative competitors. This approach positions abductive reasoning and strategic foresight as the most essential human capabilities in an era increasingly dominated by artificial intelligence.