Advances in Machine Learning & Artificial Intelligence(AMLAI)

Marketing Area, Santa Maria la Fossa (CE), Italy

Publications

• Research Article   
  Explainable AI as a Strategic Asset, Not a Technical Feature: Managerial Framework for Trust, Transformation and Governance
  Author(s): Franco Maciariello*, Fabrizio Benelli and Mario Caronna
  
  Explainable Artificial Intelligence is commonly framed as an optional add-on to technical AI design or as a compliance- oriented enhancement that becomes relevant only in narrow regulatory contexts. Yet the rapid expansion of AI into highly regulated industries, critical infrastructures, public services and enterprise decision-making demonstrates that the real strategic challenge for leadership is not simply to make models perform well, but to ensure their interpretability, auditability and responsible adoption across full business life cycles. Modern organisations increasingly rely on AI systems that operate within complex sociotechnical environments, in which humans, institutions and legal frameworks interact with automated processes in real time. In such contexts, AI models that remain opaque or non-explainable can create systemic risk, reputational vulnerability, operational bias .. Read More»
  

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