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Smarter data. Stronger AI. Real business outcomes.

Icon Solutions helps financial services adopt AI safely, responsibly and at scale. Offering end-to-end enablement, we design, build and deliver enterprise-ready solutions that accelerate adoption. Backed by deep banking expertise and a vendor-neutral approach, we can provide the strategy, strong data foundations, future-ready architecture, and governance frameworks that ensure AI delivers lasting value to your organisation.

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Significant challenges are limiting financial institutions’ ability to fully leverage AI

Working with poor quality and siloed legacy data

Integrating with mission-critical systems

Moving from isolated experiments to operating at enterprise scale

Understanding the role AI can play in supporting long-term business objectives

OUR DATA AND AI SERVICES

Data management & strategy

Managing data in a large, regulated organisation isn’t just about control, it’s about enabling agility, innovation, and trust at scale. To realise this need, we have leveraged our extensive financial services experience and expertise to develop domain models that encapsulate our view of industry best practice. Our dedicated Data Management Reference Model is purpose-built for the complexity of financial services, defining the critical capabilities needed to govern, structure, and activate data across the enterprise.

And through our Capability Review Framework, we take an empirical, insight-led approach to evaluate data maturity. This highlights what’s working, what’s missing, and where to focus, so you can make confident, data-driven decisions that accelerate transformation.

Data architecture & modelling

Data is a critical strategic asset that defines how your organisation operates, innovates, and scales. Our data modelling capabilities, informed by deep experience across leading financial services organisations enable you to better understand your data. We help bridge the gap between business vision and technical execution, translating requirements into robust conceptual, logical and physical data models.

This results in a clean, unified and governed data foundation that serves as the blueprint for automation, analytics, and next-gen AI solutions.

AI consultancy

Icon’s trusted and impartial dedicated AI consultancy, built on years of enterprise transformation, helps you to develop practical AI strategies and roadmaps to accelerate adoption and realise measurable business value. We have a proven track record in guiding organisations in assessing organisational readiness, identifying high-value use cases, and ensuring alignment with regulatory frameworks such as emerging AI governance standards with our independent stance and vendor-neutral advice on technology choices helping you to stay in control.

AI architecture & design

Icon combines proven architecture heritage and hands-on AI engineering know-how to design best of breed, deployable AI solutions. This recognised strength in technology architecture, coupled with our rich knowledge of modern approaches such as cloud-native, event-driven and MLOps-enabled patterns, ensures your AI solutions are reliable, secure and ready for enterprise scale.

AI delivery

We help you to move from proof of concept to production quickly, with a proven track record of delivering complex, enterprise-grade solutions at scale. This includes model development, integration with banking platforms, and operational monitoring to ensure performance, accuracy and reliability.

Why choose Icon?

Built for banking. Ready for AI.

Data & AI factsheet

Our services support you throughout the full lifecycle – guiding you through from strategy to production

Our proven expertise building strong data-foundations and designing future-ready data and technology architectures helps deliver enterprise-grade, scalable AI solutions

Our independent stance and vendor-neutral approach means you receive unbiased advice on technology choices, avoiding lock-in and ensuring flexibility as AI landscapes evolve

ASSETS & ACCELERATORS

'SAIFE' AI Acceleration

Icon’s ‘SAIFE’ Accelerator helps financial institutions move confidently from proof of concept to enterprise-scale AI. SAIFE is built around five core pillars:
S = strategically aligned, A = architected for success, I = impact assessed, F = financially viable and E = enterprise ready.

This ensures AI solutions are delivered with speed, quality, compliance, and ethical integrity. By embedding strong architecture, governance and business value from day one, SAIFE enables organisations to scale AI responsibly and turn innovation into lasting impact.

Our proven set of reusable assets to speed up delivery

Our Data Management Reference Model is purpose-built for the complexity of financial services, defining the critical capabilities needed to govern, structure, and activate data across the enterprise.

Our Capability Review Framework uses our domain models to identify gaps and drive improvements in client capabilities.

Our SAIFE AI Accelerator ensures that AI initiatives are strategically aligned with business goals, architected for scalability and security, assessed for operational and regulatory impact, financially viable, and enterprise-ready for production deployment.

Our Generative AI solution, Ask Ada, enables Icon consultants to leverage our vast knowledge store and deliver high quality insights.

CASE STUDY

Transforming compliance query handling with AI

From proof of concept to production

The key requirement for the client was to create a system capable of enabling GenAI suggested responses to user queries, reducing the time required by Risk Stewards.

CASE STUDY

Leveraging AI in the prevention of economic crime

Creating a target architecture

One key challenge the bank encountered was increasing the usage of AI into areas such as customer risk assessment, customer profiling and alert management.

Featured RESOURCES

Blogs

Explore our selection of resources - insights, case studies, whitepapers and more, designed to help financial services organisations navigate the payments landscape.

See all Resources

Blog

Navigating AI: Why Reference Architectures Guide Enterprise Success

Navigating AI: Why Reference Architectures Guide Enterprise Success

Learn how reference architectures and capability models can transform AI adoption in enterprises, ensuring scalability, governance and strat...

Blog

Processing the Future: AI in Payments

Processing the Future: AI in Payments

Discover how AI is transforming payments, enhancing efficiency, compliance, and customer experience. Learn why banks must act now to remain ...

Blog

Architecture-as-Code: Testing theories out in the real world

Architecture-as-Code: Testing theories out in the real world

Explore the challenges and insights from implementing Architecture-as-Code, highlighting the importance of data management and AI in real-wo...

Blog

Designing AI for the long term: The case for vendor independence

Designing AI for the long term: The case for vendor independence

The importance of vendor independence in AI for banks, ensuring flexibility, control, and long-term value amidst evolving regulations and te...