An AI-Enhanced Framework for Corporate Strategy on Ecosystems' Creation

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Resum

In an era where interconnectedness and collaboration define corporate strategy, the effective management of ecosystems has emerged as a critical driver of competitive advantage. This research presents the conceptual development of a multi-objective optimization framework for corporate ecosystem creation enhanced by artificial intelligence (AI). The framework progresses through three key phases. First, it establishes a foundational approach that integrates strategic dimensions (desirability, feasibility, and sustainability) into traditional portfolio optimization, moving beyond the sole focus on financial risk-return. Second, it extends this foundation by introducing an AI-optimization hybrid model that predicts and incorporates synergies generated by interdependent projects, using machine learning techniques and rigorous optimization tools. This integrated approach aims to provide CEOs with new strategic tools to align ecosystems while balancing financial performance and broader sustainability goals. By combining precision and adaptability, this research proposes a robust methodology for decision-making in complex, dynamic corporate ecosystems. Future work will focus on empirical validation through real-world case studies, the incorporation of temporal dynamics of synergies, and the enhancement of model interpretability to foster greater executive trust in AI-driven insights.
Idioma originalAnglès
Títol de la publicacióProceedings of the 31st ICE IEEE/ITMC Conference on Engineering, Technology, and Innovation
Subtítol de la publicacióAI-Driven Industrial Transformation: Digital Leadership in Technology, Engineering, Innovation and Entrepreneurship, ICE 2025
Editorieee Xplore
Pàgines1
Nombre de pàgines8
Volum2025
ISBN (electrònic)9798331585341
DOIs
Estat de la publicacióPublicada - 25 d’ag. 2025

Sèrie de publicacions

NomProceedings of the 31st ICE IEEE/ITMC Conference on Engineering, Technology, and Innovation: AI-Driven Industrial Transformation: Digital Leadership in Technology, Engineering, Innovation and Entrepreneurship, ICE 2025

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