Artificial intelligence is rarely absent from headlines. Depending on who you listen to, it is either the defining opportunity of our time or a disruptive force we are only beginning to understand. The reality, as always, sits somewhere in between.
What is clear is that AI is no longer a distant concept or a niche technology. It is already reshaping how businesses operate, how decisions are made, and how new ideas reach the market.
The question for businesses is not whether AI will have an impact, but how to make that impact work for their operations and growth.
At the Development Bank of Wales, we are seeing this shift happen in real time. The leading large language model providers are leapfrogging each other with extraordinary speed and genuinely startling progress in capability. Innovation is accelerating, and AI is driving it.
Welsh Businesses Embracing AI
One of the most encouraging trends we see is the growing number of Welsh businesses using AI as part of their core proposition.
These are not abstract ideas or speculative concepts. They are practical applications—companies using data, automation, and machine learning to solve real-world problems. In sectors as diverse as energy, life sciences, fintech, and advanced manufacturing, founders are building products and services that would have been far harder to develop even a few years ago.
AI is acting as an accelerator. It is helping businesses move faster from concept to commercialization, test ideas more quickly, and operate at a scale that previously would have required far greater resources.
Wales has always had strong foundations in innovation, from industrial heritage to academic research and emerging technology clusters. AI adds another layer to that capability.
What Investors Look For
Not every business with AI in its pitch deck is investable, and the fundamentals still matter. At the Development Bank of Wales, we assess every opportunity on its individual merit—including the strength of the team, the clarity of the market need, and the path to sustainable growth.
AI can enhance a proposition. It cannot replace one. Productivity matters just as much as innovation.
Investors are paying closer attention to the practicalities: cost, delivery, and risk. AI can introduce new ongoing costs—token costs, software licenses, cloud storage, specialist skills—and create new responsibilities around security, privacy, and quality control.
The most credible teams can explain the business case clearly, show how the technology will be used safely with customer data, and set out sensible governance from day one, particularly in regulated sectors like finance and healthcare.
Freeing Up Capacity for Higher-Value Work
Used well, AI can take on routine, time-consuming tasks that sit behind almost every business—administrative processes, data handling, reporting, customer queries. These are areas where time is often stretched and margins are tight.
The benefit is not simply about doing things faster. It is about freeing up capacity for the work that actually drives value: judgement, creativity, sales, marketing, and building relationships.
For a small business owner, that might mean spending less time on paperwork and more time with customers. For a growing company, it could mean scaling operations without immediately increasing headcount. For established firms, it offers a way to improve efficiency and remain competitive in changing markets.
In Wales, where many businesses are SMEs operating with finite resources, those gains matter.
Risks and Realities
There are risks with AI too. Ideas can become infinitely copyable. Simple shortcuts using AI will ultimately be available to everyone. Where historically a business might have had barriers to entry that protected their market niche, those barriers may not provide the same level of protection and could be breached much more easily. Complacent businesses will struggle.
The technology is moving so fast that some adopt a “wait and see” approach. Unfortunately, few businesses can afford to wait. The LLMs can already provide detailed insights about your own business when asked the right questions.
Putting AI to Work
At the Development Bank of Wales, our approach is deliberately calm and practical. We are not looking for technology for its own sake. We are focused on how AI can strengthen the way our teams work and add value to the roles they perform every day.
That starts with making sure colleagues have access to the right, approved tools, supported by clear guidance and guardrails. Confidence matters. People need to understand not only what AI can do, but how to use it responsibly and effectively.
Every colleague has completed initial training and been encouraged to use AI in their daily tasks. Within the business, we have identified 30 AI champions positioned throughout the organization, given enhanced training and access to additional tools to test capabilities and support their colleagues.
Our initial objective is for AI to act as a personal productivity enabler across the organization—to help reduce administrative and repetitive tasks, freeing up time for areas where we believe human judgement is essential. That is particularly relevant for a development bank. Our role is not simply transactional. It relies on insight, experience, and local understanding. If AI can help us spend more time on those elements, then it is doing its job.
AI will not solve every challenge facing the Welsh economy. But used well, it can help do more with the strengths already in place. Not using it at all risks businesses being left behind by a market that will be accelerating away faster than ever.
Wales has never lacked ideas or ambition. The task now is to apply the tools available—including AI—in a way that turns that ambition into sustained, practical growth.