AI-Led ESG, ESG-Led AI: A Strategic Convergence for Sustainable Transformation

This study examines how firms can strategically integrate rapidly evolving artificial intelligence (AI) capabilities with growing environmental, social, and governance (ESG) imperatives. Addressing the critical yet understudied challenge of aligning technological innovation with sustainability objectives, we propose two novel frameworks: AI-led ESG, enabling AI-advanced firms to strategically leverage technology for sustainability, and ESG-led AI, guiding resource-constrained SMEs toward incremental AI adoption aligned with ESG goals. Using illustrative cases from manufacturing, molding, and textiles, we demonstrate how strategic AI deployment enhances ESG performance, driving sustainable innovation, competitiveness, and long-term resilience. We further reveal that proactive alignment between ESG and AI not only mitigates sustainability risks but also unlocks previously untapped market opportunities. Ultimately, we emphasize that clear governance, supportive policy contexts, and innovation-oriented cultures are critical for successful ESG-AI integration, providing actionable strategic insights for both theory and practice.