AI-Augmented Strategic Management Integrating Portfolio Planning, Roadmapping, and OKR Systems

This chapter explores the integration of artificial intelligence into strategic portfolio management, roadmapping, and OKR alignment as a fundamental transformation in how organizations plan and execute strategy in the digital era. It introduces the AI-Augmented Strategic Loop (AISL) framework, which enables continuous sensing, analysis, decision-making, and learning across dynamic business environments. By combining strategic management theory, agile systems thinking, and AI decision augmentation, the chapter demonstrates how intelligent systems enhance adaptability, transparency, and strategic coherence. It further discusses the ethical, organizational, and technical considerations necessary for responsible implementation, including governance, data integrity, and human oversight. Ultimately, this chapter positions AI as a meta-layer of intelligence that transforms strategic management from static planning into a continuous, learning-oriented process for sustainable organizational performance.