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

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Abstract

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.
Original languageEnglish
Title of host publicationProceedings of the 31st ICE IEEE/ITMC Conference on Engineering, Technology, and Innovation
Subtitle of host publicationAI-Driven Industrial Transformation: Digital Leadership in Technology, Engineering, Innovation and Entrepreneurship, ICE 2025
Publisherieee Xplore
Pages1-8
Number of pages8
Volume2025
ISBN (Electronic)9798331585341
DOIs
Publication statusPublished - 25 Aug 2025

Publication series

NameProceedings 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

Keywords

  • Artificial Intelligence
  • Corporate Ecosystems
  • Strategic Decision-Making

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