Financial
4 PILLARS ON WHICH GCC BANKS CAN FINALLY BUILD THEIR EVERYDAY AI HOUSE
By Sid Bhatia, Regional VP & General Manager – META, Dataiku
The GCC always learns its lessons well. Since the 2008 financial crisis, regional governments have reformed their FSI sectors to establish greater transparency and stability. Everything from a tightening of liquidity rules to the broad digitalization of the industry, and even the greater focus on ESG, can be tied to central banks’ desire to never again be at the mercy of a global crisis not of their making. While challenges such as currency pegs and inescapable market connectivity remain, strides have been made towards a sustainable, resilient regional FSI industry. The fintech sector is humming with activity. For example, in December, Saudi Arabia’s BNPL (buy now, pay later) success story Tamara became the kingdom’s first fintech unicorn, reaching its billion-dollar valuation during a US$340-million Series C equity funding round. And as smaller players soldier on, showing everyone else what is possible, even veteran brands are looking for ways to do more. Preferably, with less.
Lately, the “do more with less” proposition inevitably leads to generative AI. With all the swagger of a Hollywood starlet, it strutted into the mainstream practically overnight and showed us what modern technology can now do (cheaply) for those who have data. And FSI entities have lots of data. Now if they can only rest their adoption strategy on the right pillars. Here are the four I would suggest.
- PREPARE, PREPARE, NOW GO
Clean your data. Organize your data. Train your people and determine who will have access to what. Establish governance policies. Draw up a roadmap of priorities that includes any necessary cloud migrations. What KPIs will you use? How will they be measured and how will they tie to goals in order to tell you whether you are succeeding or failing? All of this goes together to form the horse on the AI journey. The cart, full of AI models, comes later. Without preparation, most complex endeavors are doomed to fail. That said, the preparation should not stall the work. FSIs already have a strong mindset for data gathering and analysis that pervades the workforce. And it benefits nobody to spend all your time feeding and grooming the horse while the cart sits idle. So do not reinvent processes for the sake of reinvention. As you move along the road, everything from the design of workflows to the tolerance for risk may change. You may bore the precious talent waiting to innovate if you spend too much time planning. So, yes, plan diligently, but then get on the road.
- SPIN PLATES
Banking and risk go hand in hand. And modern risks are appreciably higher than ever. Institutions must protect privacy and their own proprietary interests. Data, analytics, and AI all have direct bearings on regional FSI organizations’ reputations and their obligations to regulators. But again, we must be mindful of the implications of a stationary cart. Banks must be daring enough to act but be cautious enough to do so safely. Your people are your innovators, so they need access to data. Ownership must be granted under the right framework and IT setup. Teams must learn how to balance action with safety — how to spin plates, if you will. They should test, evaluate, and learn from results instinctively while understanding the goal they are pursuing. For example, anti-money-laundering (AML) is an obvious target for AI, with clear benefits, but an inaccurate model could lead to a false positive and, if managed ineptly, could result in a damaged customer relationship at best and widespread brand excoriation at worst.
- NAIL IT DOWN
At some point, it is time to stop testing the water and commit to a swim. The goal of Everyday AI is a culture change, which requires the embedding of technology in everyday processes. Workflow owners must be empowered to drive their own change, albeit in consultation, or even collaboration, with others. Indeed, it is these traditional silos that so often stall progress on AI journeys. But if culture change has been achieved then all stakeholders will know the metrics, goals, workflows, and governance restrictions in play. This interconnected, collaborative ownership of projects is a path to success but is only possible after the AI culture has been nailed down.
- GIVE THE NEW KID A SHOT
Generative AI is, to FSI entities, as much a potential boon as it is a bane. While the privacy downsides of certain products may rule them out as adoption targets, the raw technology is extremely powerful for meeting banks’ content-production needs. Costs will plumet while the potential for scalability skyrockets. Some FSI organizations have been attracted to generative AI because of its relatively low data-dependency. It also has the capacity to be a virtual assistant to customer facing human agents, boosting their real-time performance in any number of ways, from proactive information gathering to upselling and cross-selling opportunities. Outside of the customer arena, generative AI can support urgent operational issues such as sustainability. It can sift through thousands of documents and come back with insights on how portfolios are affecting carbon-impact goals. Generative AI has a prominent role to play in the digitalization of the FSI sector. Its applications are extensive and any player not evaluating it may risk being left behind.
THE ROAD TO EVERYDAY AI
Horses and carts aside, it is the journey that matters. Every milestone passed, every project delivered is another step towards the data culture that sets a bank apart. Customers want individualization. They want quick turnarounds on applications and requests for information. And they want security. AI can be an analyst of markets, a valet to customers, and a guard dog for data. Generative AI may be monopolizing the limelight, but no matter which you choose, there are plenty of tools out there that can give regional businesses a leg up, an eye on the horizon, or a fresh new voice.
Financial
UAE STRENGTHENS FINANCIAL SAFETY NET

At a time when global markets are still navigating uncertainty, the UAE is taking a steady, pre-emptive approach rather than waiting for pressure to build.
At its latest board meeting, chaired by Sheikh Mansour bin Zayed Al Nahyan, the Central Bank of the UAE (CBUAE) made it clear that the country’s financial system remains on solid ground. More importantly, it is choosing to reinforce that position now, while conditions are stable, through a newly approved Financial Institution Resilience Package.
The message is straightforward: the UAE is not reacting to a crisis, it is preparing for one.

A system that’s holding firm
According to the CBUAE, the UAE’s banking sector has so far absorbed global and regional pressures without any meaningful disruption. That’s not entirely surprising given the underlying numbers.
The country’s banking sector stands at Dh5.4 trillion, supported by foreign exchange reserves of over Dh1 trillion. Liquidity levels are equally strong, with around Dh920 billion held at the central bank and more than Dh400 billion in reserve balances.
In simple terms, banks in the UAE are well-capitalised, liquid, and operating from a position of strength.
Why act now?
So why introduce a support package at this stage?
The answer lies in maintaining momentum. Rather than tightening conditions or waiting for external shocks to filter through, the central bank is giving financial institutions more room to operate, ensuring they can continue lending, supporting businesses, and financing growth.
The package itself is built around five key areas. It gives banks greater access to liquidity, eases some funding and capital requirements temporarily, and allows flexibility in how certain loans are classified, particularly for customers affected by current market conditions.
It also enables banks to tap into up to 30% of their reserve requirements and access liquidity in both dirhams and US dollars, which could prove important if global funding conditions tighten.
A confidence signal as much as a policy move
Beyond the mechanics, this is also about signalling.
In uncertain environments, confidence plays a major role in how markets behave. By stepping in early and backing the move with strong reserves, the UAE is reinforcing trust across investors, businesses, and financial institutions.
Armin Moradi, Founder and CEO of Qashio, sees it as a reflection of long-term thinking rather than short-term reaction. He said, “This is a highly commendable initiative by the UAE Central Bank and a clear demonstration of forward-looking economic leadership.
The proactive resilience package reflects a strong level of preparedness and disciplined planning, reinforcing confidence in the UAE’s financial system at a time when global uncertainty remains a key consideration. Backed by substantial reserves, it sends a powerful signal of stability and prudent oversight.
What is particularly notable is the strength of the top-down support—ensuring that financial institutions are not only protected but also empowered to continue supporting businesses and the wider economy. This approach safeguards the momentum of growth while reinforcing trust across investors, partners, and the broader business community.
Ultimately, this initiative further strengthens the UAE’s position as a resilient and highly trusted economic hub, building on an already robust and dynamic business environment that continues to thrive.”
What it means for the real economy
While this is a financial sector move on paper, its impact will be felt more broadly, especially in areas like real estate, where access to credit is critical.
With more flexibility on capital buffers and funding ratios, banks are expected to have greater capacity to lend, particularly in the mortgage space.
Abdulla Lahej, Chairman of Amaal, points to a likely knock-on effect in the property market. He said, “The recent measures by the Central Bank of the UAE signal a clear commitment to sustaining liquidity and credit flow across the economy. With over AED 920 billion in available liquidity and reserves exceeding AED 400 billion, banks are well-positioned to expand mortgage lending. Easing capital buffers and funding ratios will directly support homebuyers through improved loan accessibility and pricing. For the real estate sector, this will translate into stronger mortgage uptake, increased transaction volumes, and renewed investor confidence. Overall, these steps will reinforce market stability while creating favourable conditions for sustained property demand and long-term sector growth.”
Staying ahead, not catching up
What stands out in this move is timing. The UAE isn’t waiting for stress to appear in the system. Instead, it is creating additional buffers while conditions are still favourable. That approach has become a defining feature of its financial strategy, intervening early, but in a measured way.
The central bank has also made it clear that it is ready to introduce further measures if needed, suggesting this is part of a broader, ongoing effort rather than a one-off step. For businesses and investors, that consistency matters. It provides a level of predictability that is often missing in more volatile markets.
In a global environment where many economies are still adjusting to shifting financial conditions, the UAE’s approach is relatively simple: protect stability, keep credit flowing, and avoid disruption before it starts.
Financial
EARLY ELIGIBILITY ASSESSMENT AND PRE-APPROVAL CRITICAL UNDER UAE R&D TAX CREDIT RULES

The UAE Ministry of Finance has issued Ministerial Decision No. 24 of 2026, setting out the detailed implementation rules for the country’s first-ever Research and Development (R&D) Tax Credit regime under the Corporate Tax framework. Effective for Tax Periods commencing on or after 1 January 2026, the decision establishes a progressive, tiered credit structure with rates of 15%, 35% and 50%, linked to both the level of qualifying R&D expenditure and the number of R&D staff employed. The maximum qualifying expenditure is capped at AED 5 million per entity or Tax Group per year.
“The R&D Tax Credit is a landmark development, but it is not a simple year-end adjustment. The dual-threshold design means this is as much a workforce planning exercise as a tax planning one. Businesses need to understand that pre-approval from the Council is mandatory before any credit can be claimed – this is a precondition, not an administrative formality. Companies that begin mapping their R&D activities against the Frascati Manual criteria, quantifying qualifying expenditure and building their documentation framework now will be in the strongest position when it comes time to file,” said Nimish Goel, Leader Middle East, Dhruva, Ryan LLC Affiliate.
The move represents one of the clearest signals yet that the UAE intends its tax framework to actively incentivise innovation, influence capital allocation and support the country’s long-term economic diversification going well beyond revenue collection and international alignment. For businesses operating in manufacturing, technology, engineering, healthcare, food and beverage, agriculture, and other innovation-led sectors, the key consideration is whether internal systems are equipped to capture the benefit.
The credit operates on a dual-threshold basis that is unlike most international R&D incentive regimes. To access each tier, a business must satisfy both a minimum qualifying expenditure level and a minimum average R&D headcount. The first AED 1 million of qualifying spend attracts a 15% credit, requiring at least two R&D staff. The portion between AED 1 to 2 million qualifies at 35%, requiring at least six staff. Spend between AED 2 to 5 million qualifies at 50%, requiring at least fourteen staff. If the headcount threshold is not met, the credit rate drops to the highest tier where both conditions are satisfied, creating material cliff-edge effects that make workforce planning an integral part of tax planning for the first time in the UAE.
Qualifying R&D activities must meet five criteria drawn from the OECD Frascati Manual; they must be novel, creative, uncertain in outcome, systematic, and transferable or reproducible. Activities in social sciences, humanities and the arts are excluded, and only R&D conducted within the UAE qualifies. Qualifying expenditure falls into three categories: staff costs (which receive a 30% overhead uplift), consumable costs, and subcontracting fees paid to UAE-based contractors. Intra-group transactions are consistently excluded from qualifying expenditure, a design choice that will require groups with centralised R&D functions to review their cost allocation and transfer pricing arrangements carefully.
The decision also introduces a mandatory pre-approval process administered by the Council, ongoing compliance reporting obligations, and a seven-year record-keeping requirement for technical documentation covering R&D objectives, methodologies, experiments and findings. These requirements signal that the UAE authorities expect robust, contemporaneous evidence of qualifying activities, not retrospective assembly at the time of filing.
Commenting on the development, Justin Arnesen, Principal, Practice Leader, Europe & Asia Pacific Innovation Funding, Ryan, said, “Ryan’s global experience in R&D tax credits shows that the difference between a policy announcement and a commercial outcome lies in the rigour of eligibility analysis, documentation and claims management. We have helped UK businesses receive over AED 2.5 billion in innovation funding through R&D Tax credits. These outcomes were driven by disciplined processes, not just the existence of a credit. This initiative not only aligns with global best practices but also sends a clear signal to multinational organisations and emerging enterprises that the UAE is serious about fostering a knowledge and innovation-based economy.”
Implications for Multinational Groups under Pillar Two
For multinational groups within the scope of the UAE’s Domestic Minimum Top-up Tax (DMTT), the R&D Tax Credit adds an important layer to Effective Tax Rate (ETR) modelling. Because the credit is non-refundable, it is likely to be treated as a reduction of covered taxes under the Global Anti-Base Erosion (GloBE) rules rather than as a Qualified Refundable Tax Credit, a distinction that can lower the jurisdictional ETR rather than improve it. For groups operating at or near the 15% minimum rate, this means the credit could paradoxically increase Top-up Tax exposure even as it reduces Corporate Tax liability.
However, the decision provides a mechanism for unutilised credits to offset top-up tax directly through the Domestic Group structure, which partially mitigates this effect. Multinationals should model the net impact across both Corporate Tax and top-up tax before claiming, and factor in the five-year claw-back provision that applies if the entity’s status changes – including becoming a qualifying free zone person or redomiciling outside the UAE.
For businesses with cross-border operations, the commercial value of the R&D Tax Credit extends beyond the direct tax saving. The credit’s treatment in the group’s wider international tax profile, including its classification under tax treaties, its interaction with Pillar Two ETR calculations, and its impact on transfer pricing for cost contribution arrangements will require integrated advisory across multiple disciplines. Groups conducting joint R&D through cost contribution arrangements should note that only the arm’s length share of contributions attributable to UAE-based R&D qualifies, adding a transfer pricing dimension to credit planning. The Ministerial Decision applies to Tax Periods and Fiscal Years commencing on or after 1st January 2026.
“The UAE has built a thoughtful, well-structured framework with clear international lineage – the Frascati Manual criteria, the tiered incentive design, the Pillar Two integration. Early investment in activity mapping, expenditure tracking and documentation is likely to determine the extent to which businesses can access and sustain benefits under the regime,” concluded Nimish.
Financial
RECENT DECISIONS BY THE UAE CENTRAL BANK
Qashio Applauds Uae Central Bank’s Forward‑Looking Resilience Measures


Spokesperson: Armin Moradi, Founder and CEO, Qashio
This is a highly commendable initiative by the UAE Central Bank and a clear demonstration of forward-looking economic leadership.
The proactive resilience package reflects a strong level of preparedness and disciplined planning, reinforcing confidence in the UAE’s financial system at a time when global uncertainty remains a key consideration. Backed by substantial reserves, it sends a powerful signal of stability and prudent oversight.
What is particularly notable is the strength of the top-down support—ensuring that financial institutions are not only protected but also empowered to continue supporting businesses and the wider economy. This approach safeguards the momentum of growth while reinforcing trust across investors, partners, and the broader business community.
Ultimately, this initiative further strengthens the UAE’s position as a resilient and highly trusted economic hub, building on an already robust and dynamic business environment that continues to thrive.
Spokesperson: Abdulla Lahej, Chairman, Amaal
The recent measures by the Central Bank of the UAE signal a clear commitment to sustaining liquidity and credit flow across the economy. With over AED 920 billion in available liquidity and reserves exceeding AED 400 billion, banks are well-positioned to expand mortgage lending. Easing capital buffers and funding ratios will directly support homebuyers through improved loan accessibility and pricing. For the real estate sector, this will translate into stronger mortgage uptake, increased transaction volumes, and renewed investor confidence. Overall, these steps will reinforce market stability while creating favourable conditions for sustained property demand and long-term sector growth.
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