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Successfully Implementing AI in Banking: Insights from Allica Bank CEO Richard Davies

February 18, 2026
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AI is quickly reshaping the aggressive panorama in banking, and for a lot of establishments, the actual problem lies not in experimentation, however in implementation. Richard Davies, CEO of Allica Financial institution, has been centered on precisely that: the right way to efficiently deploy AI throughout a company and drive significant adoption at scale.

Based in 2020, Allica is a digital financial institution centered on established small and medium-sized companies. So far, it has lent over £3 billion and been twice named by Deloitte because the UK’s quickest rising know-how firm. In 2025 the Monetary Occasions recognized it because the second quickest rising firm in Europe.

Richard delivered an interesting keynote tackle at FinovateEurope, titled: “Efficiently Implementing AI & Scaling Adoption: What Are the Challenges Round Rolling Out to Manufacturing?”. Afterwards, we sat down with him to speak about what it actually takes to embed AI right into a financial institution’s working mannequin.

Inform us just a little extra about your function as CEO of Allica Financial institution and what you’re centered on in the meanwhile?

Richard Davies: Allica is a fintech financial institution centered on established small and medium-sized companies. We sometimes outline that as companies with 5 or extra workers or not less than £500,000 in income. So we’re not speaking in regards to the very smallest microbusinesses, however these which can be at some extent the place issues begin to get extra advanced and there are a number of employees to help.

We discover these companies fall into a spot between the company banking divisions and retail banking divisions of the most important banks. That’s the house we give attention to.

We now have been constructing Allica for 5 – 6 years now and supply a full stack of companies, together with present accounts, playing cards and all varieties of lending. More and more, we’re shifting into monetary operations areas reminiscent of spend administration and money circulation forecasting. Alongside that, we’ve got been considering laborious about how we are able to apply AI to energy many components of what we do throughout the organisation.

In your keynote, you spoke about efficiently implementing AI and scaling adoption. What do you see as the largest challenges for banks in relation to rolling AI out in observe?

Davies: I’d group it into three primary areas:

First, making certain that AI adoption occurs throughout the entire firm, fairly than sitting in an innovation lab or small specialist crew. An enormous focus for us has been getting individuals purchased in, upskilled and assured, and inspiring groups to create their very own easy, agentic use instances. I’m a giant believer that bottom-up adoption tends to win over purely top-down mandates.

Second is software program engineering and product growth. Round a 3rd of our employees are in engineering, and that’s most likely the world that has seen the best progress in AI tooling. We now have centered on serving to individuals transfer in direction of extra T formed or full stack roles, and making certain our tech stack is AI enabled to unlock vital productiveness positive aspects. Relying on what you measure, we’re seeing productiveness enhancements of two to 10 occasions.

Lastly, there are extra advanced agentic use instances. We now have specialised groups engaged on these, and we’ve got been studying so much over the previous two years about what it takes to get them stay in manufacturing. It’s thrilling as a result of past engineering, you begin fixing actual world issues that devour plenty of human time and may be inconsistent when performed manually.

A number of banks are investing in AI in the meanwhile. How ought to they determine the place it makes essentially the most sense to focus first?

Davies: My view is that you shouldn’t overly slim your focus. If you happen to decide two areas, you might be neglecting ten others, and people areas will fall behind.

Maybe I’ve the luxurious of main a fintech group that’s naturally inclined in direction of this, however I believe AI must be embraced throughout the corporate. The place you do want focus is on infrastructure, together with knowledge high quality, enabling entry to totally different AI fashions and making certain that’s performed firm broad.

If I needed to decide one space with rapid and sure profit, it could be engineering. The productiveness unlock in software program growth is large. If groups are nonetheless working in conventional methods, they should transfer shortly, not only for the corporate’s profit, however for their very own careers. The business is shifting quickly, and folks want the talents and expertise to maintain up.

Past the know-how itself, what modifications do banks have to make internally for AI to essentially change into a part of how they function?

Davies: Tradition is a giant a part of it. Individuals have to lean into it. You want the infrastructure in place, in addition to coaching and upskilling so individuals really feel assured utilizing AI.

On the identical time, organizations want to stay danger conscious. Completely different AI use instances carry totally different dangers, and groups want to know these.

In some ways, it’s much like earlier organizational transformations, reminiscent of shifting from conventional waterfall practices to agile. The enablers are usually not conceptually totally different, however it does require deliberate management and a transparent view of the way you allow the group to alter.

From what you’ve seen at FinovateEurope to date, what themes or conversations round AI in banking have stood out to you essentially the most?

Davies: A number of the most fascinating conversations have been taking place off stage. Just lately, we’ve got seen software program firm valuations come below strain following main AI mannequin releases, with the view that folks can now construct their very own software program extra simply.

On the identical time, conventional banks have re-rated fairly considerably over the previous yr. Within the UK, share costs are up roughly 80 %. It creates an fascinating dynamic.

Fintech has at occasions prior to now been considered by traders as a poor relation to software program, however in actuality, constructing a fintech is way more durable than constructing a pure software program firm. You might have advanced regulatory necessities and steadiness sheet concerns that software program companies don’t.

It appears like there could also be a shift taking place within the relative valuation of the place firms with actual property versus asset mild software program firms. For a lot of fintechs, notably these with robust fundamentals, that would in the end be a internet constructive.

Picture by Google DeepMind

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