Building what matters in the AI era: A conversation with Marty Cagan

The shift from project-based output models to outcome-oriented product models is critical for success in the AI era. While AI significantly accelerates development, simply building faster often leads to failure if the underlying problem remains poorly defined. Effective product teams must prioritize solving real customer problems by addressing four core risks: value, usability, feasibility, and viability. Marty Cagan, a veteran in tech-powered product development, argues that true innovation requires moving beyond feature-focused roadmaps to empowered teams that possess direct access to users and data. AI serves as a transformative tool for rapid prototyping and discovery, yet human creativity and strategic judgment remain irreplaceable. To master this craft, product leaders should leverage AI as a continuous, personalized coach to refine their decision-making and ensure their teams function as missionaries dedicated to solving meaningful business challenges.