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      Intelligent Banking: from AI ambition to execution

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      Intelligent Banking

      A blueprint for creating value through AI-driven transformation

      Banks have been investing in digital transformation for years: from modular IT architectures and data platforms to customer-centric processes and advanced analytics. These investments are aimed at reducing cost-to-serve and cost-to-income, accelerating “time-to-yes,” and strengthening customer interaction and risk management.

      Data and AI are just one component of this broader transformation. However, in recent years the focus has shifted strongly toward AI, with high expectations around automation, improved decision-making, and scalable competitive advantage.

      In practice, realizing this value proves to be complex. AI initiatives often operate in a fragmented manner, while pilots struggle to scale because they are disconnected from core processes, rely on manual steps, and face complex governance requirements. At the same time, governance structures are rapidly increasing in size and complexity. Think of additional policy frameworks, stricter model validation, extensive risk and compliance checks, and multiple approval layers. While necessary, they often slow down the implementation and scaling of AI solutions.

      AI is not a starting point, but an accelerator of a transformation that has been ongoing for some time.

      Paul van Dommelen, Partner Digital Advisory Financial Services, KPMG

      This therefore requires a fundamental shift: from isolated AI initiatives to AI transformation at scale. This means end-to-end integration of AI into core processes, simplifying and standardizing governance, and structurally embedding data, models, and decision-making in the operating model.

      Only in this way can banks not only accelerate, but also build reliable growth: sustainable value creation in which innovation, risk management, and compliance are balanced, and AI truly contributes to scalable, controllable, and future-proof performance.

      Intelligent banking in practice

      Banks are increasingly redesigning their processes from an AI-first perspective. End-to-end customer journeys, decisions, and interactions are shaped around what AI makes possible. Multi-agent AI is playing an increasingly important role in this.

      Successful transformation requires alignment on three levels:

      • Enterprise: strategy and business model
      • Functions: end-to-end processes and value streams
      • Foundations: a scalable data and technology base

      Banks typically go through three phases:

      • Enable: establishing the foundation with strategy, governance, concrete use cases, and compliance frameworks.
      • Embed: integrating AI into core processes and daily workflows.
      • Evolve: transforming into an AI-first business model focused on structural value creation at scale.

      To understand how AI enables a new era of “intelligent banking,” KPMG conducted global research among executives. This resulted in a concrete blueprint that helps banks unlock the value of AI in a targeted and scalable way.

      AI transformation journey flow chart for intellegent banking

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      Intelligent Banking

      Download the Intelligent Banking publication here and discover the building blocks.


      KPMG supports banks in AI transformations

      KPMG helps banks transition from fragmented AI initiatives to AI transformation at scale. We support:

      • in defining a clear AI strategy and business case,
      • in building a scalable and future-proof technology infrastructure,
      • in accelerating AI adoption within the organization by enhancing AI capabilities in a targeted way,
      • in effectively setting up the right governance,
      • in ensuring trustworthy AI: compliant, secure, and ethical.

      Through this, we are able to deliver measurable impact and sustainable, controlled growth for banks. For more information, please contact our experts.


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      Contact

      Paul van Dommelen

      Partner Digital Advisory Financial Services

      NETHERLANDS

      Martijn Berghuijs

      Partner and Technology lead Financial Services

      KPMG in the Netherlands

      Chris Hoffman

      Partner Data Management - KPMG Pensions Advisory

      KPMG in the Netherlands

      Bert Koelewijn

      Partner Cyber Security

      KPMG in the Netherlands