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Data Center News > Blog > AI & Compute > Barclays bets on AI to cut costs and boost returns
AI & Compute

Barclays bets on AI to cut costs and boost returns

Last updated: February 11, 2026 3:29 pm
Published February 11, 2026
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Barclays bets on AI to cut costs and boost returns
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Barclays recorded a 12 % leap in annual revenue for 2025, reporting £9.1 billion in earnings earlier than tax, up from £8.1 billion a yr earlier. The financial institution additionally raised its efficiency targets out by 2028, aiming for a return on tangible fairness (RoTE) of greater than 14 %, up from a earlier purpose of above 12 % by 2026. A rising US enterprise and price reductions underpinned this consequence, with Barclays citing AI as a key driver of these effectivity good points.

At a time when many massive firms are nonetheless experimenting with AI pilots, Barclays is tying the expertise on to its value construction and revenue outlook. In public statements and investor filings, management positions AI as one of many levers that may assist the financial institution maintain decrease prices and improved returns, particularly as macroeconomic circumstances shift.

Barclays’ 12 % revenue rise this week issues, not only for its shareholders, however as a result of it displays a development that conventional, extremely regulated corporations at the moment are positioning AI as a core a part of operating the enterprise, not one thing stored in separate innovation labs. For firms outdoors tech, linking AI to measurable outcomes equivalent to revenue and effectivity marks a shift towards operational use over hype.

Why AI issues for value self-discipline

Barclays has stated that expertise equivalent to AI is a part of its plan to chop prices and make its operations extra environment friendly. That features trimming elements of the legacy expertise stack and rethinking the place and the way work occurs. Funding in AI instruments enhances broader value financial savings objectives that stretch again a number of years.

See also  AstraZeneca bets on in-house AI to speed up oncology research

For a lot of massive firms, labour and legacy methods nonetheless make up a big chunk of working bills. Utilizing AI to automate repetitive duties or streamline knowledge processing can scale back that burden. In Barclays’ case, these efficiencies are a part of the financial institution’s rationale for setting greater efficiency targets, despite the fact that margins stay below stress in elements of its enterprise.

It’s necessary to be particular about what these efficiencies imply in follow. AI applied sciences, for instance, fashions that help with danger evaluation, customer support workflows, and inner reporting, can scale back the hours workers spend on handbook work. That doesn’t all the time imply slicing jobs outright, however it might decrease the general value base, particularly in capabilities which are routine or transaction-driven.

From funding to affect

Investments in AI don’t translate to outcomes in a single day. Barclays’ strategy combines these instruments with structural value discount applications, serving to the financial institution handle bills at a time when income development alone isn’t sufficient to raise returns to desired ranges.

Barclays’ efficiency targets for 2028 mirror this twin focus. The financial institution’s management has stated that its plans embrace returning greater than £15 billion to shareholders between 2026 and 2028, supported by improved effectivity and revenue energy.

Typically, firms speak about expertise funding in obscure phrases. Barclays’ newest figures make the hyperlink between tech and revenue extra concrete: the 12 % revenue rise was reported in the identical breath because the function of expertise in trimming prices. It’s not the one issue; improved market circumstances and development within the US additionally helped, however it’s clearly a part of the narrative that administration is presenting to traders.

See also  Google's upgraded Nano Banana Pro AI image model hailed as 'absolutely bonkers' for enterprises and users

This emphasis on value self-discipline and revenue affect units Barclays other than corporations that deal with AI as a long-term guess or a future mission. Right here, AI is built-in into ongoing value administration and monetary planning, giving the financial institution a believable pathway to stronger returns within the years forward.

What this implies for legacy corporations

Barclays is much from distinctive in exploring AI for value financial savings and effectivity. Different banks have additionally flagged expertise investments as a part of broader restructuring efforts. However what makes Barclays’ case noteworthy is the size of the technique and the way in which it’s tied to measured efficiency targets, not simply experimentation or small-scale pilots.

In conventional industries, particularly ones as regulated as banking, adopting AI is tougher than in tech startups. Companies should navigate compliance, danger, buyer privateness, and legacy methods that weren’t designed for automation. But Barclays’ public feedback recommend that the financial institution is now snug sufficient with these instruments to anchor a part of its monetary forecast on them. That indicators a level of maturity in how the establishment operationalises AI.

Barclays isn’t merely constructing remoted AI tasks; management is weaving expertise into value self-discipline, modernisation of methods, and long-term planning. That shift issues as a result of it reveals how legacy corporations, even these with massive, advanced operations, can begin to transfer past pilots and into business-wide use instances that have an effect on the underside line.

For different end-user firms evaluating AI investments, Barclays presents a working instance: a big, regulated firm can use expertise to assist hit value and profitability targets, not simply to discover new capabilities.

See also  AI Infrastructure Trade Roars Back as Tech Giants Boost Spending

(Photograph by Jose Marroquin)

See additionally: Goldman Sachs checks autonomous AI brokers for process-heavy work

Need to study extra about AI and large knowledge from trade leaders? Try AI & Big Data Expo happening in Amsterdam, California, and London. The excellent occasion is a part of TechEx and is co-located with different main expertise occasions, click on here for extra data.

AI Information is powered by TechForge Media. Discover different upcoming enterprise expertise occasions and webinars here.

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TAGGED: Barclays, Bets, boost, Costs, Cut, returns
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