• May 19, 2026
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How AI and composability are accelerating core banking modernization

To stay competitive, banks are shifting from slow, multi-year modernization projects to agile, AI-driven transformations. By moving workloads away from monolithic mainframes and adopting composable architectures, financial institutions can finally deliver the seamless, personalized experiences customers now expect.

Core banking

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Our key takeaways from Gartner® Report:

  • Shrinking timelines: Core modernization expectations have shifted from five-year plans to one-to two-year delivery cycles.

  • The AI productivity promise: Agentic AI is expected to improve deployment times by 3x by 2028.

  • Pragmatic migration: Leading banks are reducing risk by abstracting business logic away from the core rather than attempting a "big bang" mainframe exit.

  • Adaptive UX: By 2029, half of digital banking platforms will use AI to create personalized, adaptive user interfaces.

The shift toward a pragmatic, "un-monolith" core

For decades, banks relied on monolithic mainframes that, while stable, created significant technical debt and blocked innovation. Today, the goal isn't necessarily a total, immediate exit from these systems—which often leads to business disruption and financial loss—but rather a pragmatic migration.

By using cloud-native platforms cloud-native platforms and composable architectures, we help you abstract business logic away from the legacy core. This "un-monolith" approach allows you to:

  • Reduce operational risk: Keep stable core functions on the mainframe while moving innovative workloads to the cloud.
     

  • Improve interoperability: Ensure your core system can communicate with modern marketing tools and partner APIs.
     

  • Modernize incrementally: Break large programs into shorter waves of deliverables for faster value.
     

Accelerating delivery with agentic AI

The pressure to modernize is no longer just an IT concern; it is a business imperative driven by regulatory changes and the need for speed. CIOs are now leveraging agentic AI—autonomous or semi-autonomous intelligent agents—to bridge the gap between legacy code and modern applications.

AI is being used to:

  1. Extract business rules: Automatically pull logic from old COBOL code to generate modern Java microservices.
     

  2. Automate testing and documentation: Over 50% of banks already use AI for documenting legacy systems and simplifying code.
     

  3. Orchestrate workflows: Use specialized agents for transaction validation, compliance checking, and reconciliation.
     

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Future-proofing the customer experience

The next frontier of banking isn't just a better mobile app; it's an agentic experience (AX). This means moving beyond traditional screens to "systems of intent" that understand, adapt, and respond to user needs in real-time.

To achieve this, banks must embrace composable UX. Instead of a rigid, hard-coded interface, a composable UX layer allows you to assemble or disassemble experiences based on the specific customer persona, task, or relationship stage. This modularity is essential for supporting zero-UI interactions like voice and gestures, as well as proactive AI assistants.

Technical Spotlight: Union Investment’s digital transformation

Union Investment, a leading German financial institution, provides a blueprint for successful core modernization through consolidation and cloud-native architecture.

Read the whole story here

Why Magnolia DXP for core banking modernization

At Magnolia DXP, we understand that banking modernization is a journey, not a single event. Our platform is built to be the "central station" for your digital experience, bringing together your legacy data and modern cloud services in a single visual interface. By removing the monolithic complexity of traditional suites, we help you deliver personalized banking experiences faster and with a lower total cost of ownership.

How AI and composability are accelerating core banking modernization

Speed up core banking modernization. Learn how AI and composability enable 3x faster deployments and adaptive UX, featuring the Union Investment case study

Get the Gartner report

Gartner, Core Banking Modernization Acceleration Trends: AI, Composability and Adaptive UX Shaping CIO Agenda, AliMerji, Vittorio D'Orazio, 4 March 2026. 

Gartner is a trademark of Gartner, Inc. and/or its affiliates. Gartner does not endorse any company, vendor, product or service depicted in its publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner publications consist of the opinions of Gartner’s business and technology insights organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this publication, including any warranties of merchantability or fitness for a particular purpose.

Gartner does not endorse any company, vendor, product or service depicted in its publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner publications consist of the opinions of Gartner’s business and technology insights organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this publication, including any warranties of merchantability or fitness for a particular purpose.

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About the author

Nora Nowack

Senior Product Marketing Manager, Magnolia

Nora Nowack is a Senior Product Marketing Manager at Magnolia. She focuses on driving operational velocity and growth for global organizations. Since 2017, her professional background in Marketing and Product Marketing across Germany, Australia, Spain, Switzerland, and the US has brought a global perspective to Go-to-Market (GTM) strategy. She leads market segmentation and product positioning initiatives. Her ability to align cross-functional teams—from sales to partner success—ensures that core messaging isn't just a marketing slogan but a tool that helps teams execute winning strategies and handle leads consistently.

When she isn't scaling digital experiences or analyzing market trends, Nora stays active through traveling, dancing, and diving. This drive for exploration mirrors her professional curiosity and her constant search for the "technical highlights" that will define the digital future.