PUBLISHED DATE: 2025-08-12 20:45:18

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Your AI and ML Checklist: How Barclays Can Prepare for a New Era of Innovation

As one of the leading players in the UK banking sector, you’re no stranger to the transformative potential of AI and machine learning (ML). You understand the challenges and opportunities that lie ahead for both incumbents and challengers, and you have the capabilities to do amazing things with the latest technology.

But no matter how prepared you are, AI represents a paradigm shift in the way banks operate. Preparation is critical. That’s why we’ve created a four-step plan to accelerate your AI adoption at Barclays.

Your Four-Step AI Action Plan

  1. Control costs, minimize risk, and increase revenue across customer, colleague, and functional areas.
  2. Adopt embedded, core, or development lifecycle services depending on your experience.
  3. Place the change based on your level of maturity.
  4. Consider a whole-business view of values and functions—including trust, technology, data, and talent—to ensure success.

AI and ML Business Approaches

INFO BOX:
72% of UK financial services firms are using or developing an ML application.

Your Checklist

Step 1: AI and ML Value Pools

Once you have identified the right solution, the next step is to decide where to deploy it. Here are a few of the services with the biggest impact on controlling costs, minimizing risk, and increasing revenue. Check out our full guide for the services, benefits, and desired outcomes of each consumer type.

Which Solution Do You Need?

Where to Deploy?

Step 2: AI and ML Business Approaches

From customization to costs and latency requirements, there can be no one-size-fits-all approach in AI. To help you narrow down your needs and expectations, here are three levels of products and services to consider.

Which Are You?

Step 3: AI and ML Playbook

The race to adopt these game-changing technologies may lead to over-ambitious programs emerging prematurely, with ineffective or undesirable outcomes and impacts. Large organizations like Barclays need to pace the program correctly to avoid failures.

Pay Attention To:

Step 4: Considerations

Financial services firms are grappling with ever-increasing regulations, and we can expect the application of AI to be carefully initiated, implemented, and monitored. But there are other areas that require careful attention.

Download Your Complete Guide to AI and ML

Discover how Barclays can leverage the full power of AI and ML.

Contact Us to Get Started

Talk about your transformation with one of our experts.