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BANKING IN THE ERA OF ARTIFICIAL INTELLIGENCE


                                                      Tran Thi Hang* 1
                                             1 Thanh Do University, Hanoi, Vietnam.
                                               (*E-mail: hanghavkt@gmail.com)

                                                         ABSTRACT
                        This article examines the landmark shift of the financial sector from traditional
                  models to Cognitive Banking and Invisible Banking ecosystems. In the era of Artificial
                  Intelligence (AI), banking is no longer defined by fixed physical locations but has evolved
                  into an intelligent service layer—present everywhere yet directly invisible (Bank 4.0).
                        Through qualitative research methods and case study analysis in Vietnam, this study
                  demonstrates that AI and embedded finance have comprehensively restructured
                  operational efficiency and risk management. Empirical evidence indicates that the
                  application of next-generation AI and embedded finance has fully transformed these
                  frameworks. Real-world examples in Vietnam show that TPBank optimized its Cost-to-
                  Income Ratio (CIR) to a record low of 33-35% via Robotic Process Automation (RPA); MB
                  rapidly reached the 30-million-customer milestone through a platform banking model;
                  while Techcombank utilized a "data brain" to maintain non-performing loans (NPL) below
                  1% despite market volatility. Furthermore, the paper analyzes challenges concerning
                  security, data vulnerabilities, and algorithmic ethics. The author emphasizes the
                  philosophy of "Digital Humanism," asserting that banks in the AI era are self-learning
                  entities that understand and unconditionally serve the practical needs of customers.
                        Keywords: Artificial Intelligence (AI); cognitive banking; digital humanism;
                  embedded finance; invisible banking.


                        1. Introduction
                        1.1. Opening
                        In the context of the Fourth Industrial Revolution and the rise of Artificial
                  Intelligence (AI), the banking industry is undergoing a comprehensive overhaul. This
                  transformation ranges from shifting operational models through automation and
                  optimizing risk management with machine learning to redefining customer satisfaction via
                  Generative AI (GenAI). This represents an inevitable developmental roadmap that
                  financial institutions worldwide, and specifically in Vietnam, must pursue to maintain
                  their competitive edge.
                        This transition transcends mere process digitization; it represents a fundamental
                  shift in business models: from traditional banking to cognitive banking ecosystems and
                  invisible banking. In this era, banking is no longer confined to fixed physical locations but
                  has evolved into an intelligent service layer, omnipresent and deeply "embedded" within
                  every user context (Bank 4.0). Despite extensive global research on AI in finance,
                  empirical studies evaluating the practical impact of GenAI within the specific context of
                  Vietnamese commercial banks during the 2024–2025 period remain limited. Recognizing
                  this significance, the author has chosen the topic “Banking in the Age of Artificial
                  Intelligence” to provide an in-depth analysis of the industry's fluctuations and prospects.
                        1.2. Research objectives and scope
                        The article focuses on analyzing how AI disrupts traditional barriers to reshape
                  the landscape of the modern banking system through five core pillars: (1) Smart


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