Industry Insight

Banking problems abroad: how AI agents close the gap

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Gradient Labs

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Summary

Summary

Half of travellers experience a card, payment, or banking issue abroad, and most banks fail to resolve it quickly. Gradient Labs surveyed 1,998 travellers on what these failures cost customers in money, time, and loyalty, and how AI agents can deliver fast, around-the-clock resolution in any time zone.

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When a customer is stuck at a foreign checkout and their card doesn't work, a bank's reputation is on the line. What happens next, either fast help or none at all, is how your customer will remember you. It is one of the most consequential moments in the bank/customer relationship, yet the data shows most banks are failing to meet expectations. Gradient Labs surveyed 1,998 travellers about banking and payment problems abroad to better understand how AI agents can help close the gap.

These failures are common, and they cluster at the worst possible moments. Cross-border transactions, unfamiliar networks, and fraud detection calibrated for spending at home have gaps that customers typically encounter when the stakes are high and there's no fallback: a payment frozen mid-trip, a card blocked in a different time zone, with no one reachable to fix it. Half of the travellers we surveyed (1,000 of them) report experiencing a card, payment, or banking issue while abroad in the past two years.

Almost all of it is solvable now. A capable AI agent can answer at any hour, in any language, diagnose the problem, reassure the customer, and resolve it end to end or escalate cleanly when a human is needed. The banks that invest in AI agents cut support costs and earn loyalty that lasts long after a customer's trip, at the exact moment most competitors lose it. The analysis that follows focuses on these affected travellers: what the failures cost them, and where the opportunity lies.

Most travellers experience banking problems abroad

Chart shows that nearly half of travellers have had their card declined or triggered a fraud alert abroad.

Card declines and fraud alerts are the two most common incidents, each affecting nearly half of the affected travellers surveyed. They are the recurring, predictable reality of international travel banking. The 46% experiencing card declines and the 46% hit by fraud alerts are not two different populations; many are the same traveller, affected more than once, on more than one trip.

Chart that shows 7 in 10 travellers have experienced card issues more than once.

The 7% who say problems occur every time they travel represent a cohort that has normalised failure as part of their travel experience. Frequent travellers are disproportionately valuable to financial institutions, as they tend to spend more than infrequent travellers. The fact that this valued group is also disproportionately exposed to payment friction is a gap the industry has yet to fully close.

Chart that shows 1 in 4 travellers had to sleep somewhere unplanned due to a card or payment issue.

A third of affected travellers (34%) lost significant time troubleshooting. More than one in five (22%) had to sleep somewhere unplanned, and 18% were stranded somewhere they couldn't leave. These are high-stakes experiences with major inconveniences; these reframe how a person thinks about their bank and the card or account they'll use while travelling.

Banking problems abroad cause travellers to pay out of pocket


40% of affected travellers spent over $200 out of pocket as a direct result of a payment problem abroad, and 13% spent more than $500. These unplanned costs, which are the equivalent of an extra night in a hotel room or even a full day of travel, can undermine a person's travel budget and create a significant financial burden. The fact that they are entirely avoidable and purely the result of a bank's policies, processes, or availability can have a major impact on customer loyalty. While the cost to the customer is high in the short term, the cost to the bank is much higher in the long run.

Chart that shows 1 in 4 travellers had to borrow money or go into debt after a payment issue abroad.

One in four travellers (24%) had to borrow money or go into debt due to a payment issue abroad. One in three (32%) had to significantly adjust their schedule. These are major disruptions that affect a customer's sense of financial security, happiness with their trip, and even their sense that their time, money, and PTO were well spent. These factors can overshadow a customer's original reasons for opening the bank account or card, such as immediate rewards, credit line, convenience, fair policies, etc. It can have a significant negative impact on customer loyalty and desire to recommend the bank to others.

Chart that shows 43% of travellers were charged for something they expected to be refunded.

When plans change and a policy for reimbursement exists, travellers naturally expect certain unplanned costs to be covered by their bank or associated booking systems. But data reveals that most travellers never see reimbursement. Twenty-nine percent were promised one that never came, and 14% were charged outright for a cancelled booking. For customers, the gap between what they were told and what they received is the story they tell about their bank.

Travellers are frustrated by poor banking support

Survey result shows that over a third of card issues abroad happen in the afternoon.


Over a third of incidents (36%) happen in the afternoon and 27% in the evening, but 7% occur overnight. Unlike domestic issues, a traveller in a foreign time zone may be contending with a problem that doesn't fall within business hours at home. A bank's availability is most sensitive in an emergency, and customers can feel abandoned if they have no options for getting in touch. Here, customer-facing AI agents have enormous potential to transform the traveller experience, as an AI agent can gather information, escalate tickets, provide reassurance, or even solve a problem outright at any hour of the day.

Survey results show that nearly 1 in 4 travellers waited 30 minutes or more to speak to someone at their bank abroad.


Nearly a quarter of travellers waited 30 minutes or more to speak to someone at their bank abroad. Six percent never got through at all. Every minute on hold in a foreign country is a minute the customer spends reconsidering their bank. It can also come with unexpected call costs and derail the traveller's plans for sightseeing, compounding an already-poor experience. Banks without reliable fallback systems for handling spikes in support demand risk their customer relationships and loyalty. Here, AI agents can also play a role by absorbing volume and low-lift cases, leaving human agents free to handle truly tricky cases that require judgment.

Chart that shows only 1 in 4 travellers got through to their bank quickly and ahd the issue resolved.

A customer who gets routed to an AI agent that can't resolve their issue, then transferred to a human who needs the full context re-explained, is unlikely to feel their time is being well spent. The 24% who got through quickly and had the issue resolved represent the benchmark. The question for the industry is how to make that the rule rather than the exception. The quality of the AI agent in this case plays a huge part, determined by CSAT benchmarks and how well it can integrate with back office systems and human hand-off (if needed). Getting the right AI vendor is critical for banks to reap the benefits of this technology and win on customer satisfaction.

Survey result shows that nearly half of travellers found their bank only somewhat helpful or not helpful at all.


A significant gap between customer expectations and the support they receive remains evident, with half of travellers describing their bank as somewhat helpful or not helpful at all. Consistently low scores amongst this contingent can have a long-term impact on a bank's overall CSAT rating, which is more significant when you consider that this demographic tends to spend more than the average customer.

Many travellers hit dead ends with banks

Survey results show that nearly 1 in 5 travellers solved their payment problem themselves.

18% of travellers end up solving the problem themselves, and 5% simply go without any resolution. That final number, one in twenty travellers experiencing a genuine dead end, is the one the industry should be most focused on.

For customers whose issues do get resolved, how long does it take?

Survey results show that 65% of travellers had their banking issue resolved within hours or days.

68% had their issue resolved within a few hours, 32% in a matter of minutes. That is proof that fast resolution is operationally achievable. The institutions already delivering in minutes for most customers have the infrastructure. The gap is consistency, something that suffers when a bank doesn't have contingencies for periods of high volume or cases that fall outside business hours.

Banking problems abroad risk customer loyalty

The ultimate measure of how the industry is performing is whether customers stay. 39% of travellers have switched or seriously considered switching banks after a bad support experience abroad. It is also, viewed differently, a market opportunity of the same size: 39% of customers are actively looking for a bank that does this better. The institutions building the infrastructure to deliver consistent, fast, human-quality resolution at any hour are the ones these four in ten travellers are waiting to find.

Survey results show that 39% of travellers have switched or seriously considered switching banks after a bad support experience abroad.

How a bank handles a problem abroad doesn't stay between the bank and the customer. 35% of travellers have actively warned friends or family away from a specific bank based on how it handled a problem abroad.

However, the inverse is equally powerful: 12% have recommended a bank specifically because it handled a problem well. Word-of-mouth in financial services is slow to build and fast to destroy.

Banks can close the support gap for travellers with AI agents

Three things stand out across the data. First, failure is common and expensive: half of travellers hit a problem abroad, 40% were left more than $200 out of pocket, and one in four had to borrow money or go into debt. Second, fast resolution is already achievable: a third of resolved cases close in minutes, so the benchmark exists and some banks are already meeting it; the challenge for these cases may be expanding availability, so these fast fixes can be achieved immediately, no matter the time zone. Third, loyalty is on the line: two in five travellers have switched or considered switching banks over a bad experience abroad, and the same share are waiting for a bank that handles it better.

Put together, these point to one conclusion. The banks meeting the benchmark don't have better technology than the rest. They have consistency: fast, human-quality resolution at any hour, in any time zone, even when volume spikes or a case falls outside business hours.

That consistency is exactly what a capable AI agent delivers. It answers the moment a customer is stranded, resolves the common problems outright, and hands the genuinely complex ones to a human with full context attached and plenty of reassurance for the customer.

Financial services is in the early stages of competing on support quality. The banks that close this gap will earn the loyalty the rest are giving away, at the precise moment it matters most. For a growing number of them, a capable AI agent is how they close it.


Methodology: Gradient Labs surveyed 1,998 travellers about their banking and payment experiences while travelling abroad. Among them, 1,000 reported experiencing a card, payment, or banking issue while abroad in the past two years. All findings in this report are based on responses from these affected travellers. Figures are based on self-reported responses. Percentages reflect the share of respondents selecting each answer; totals may exceed 100% for multi-select questions.

Have questions?

Frequently asked questions

How can AI agents help banks resolve payment problems when customers are abroad?

When a customer hits a problem abroad, a Gradient Labs agent answers immediately over chat or voice, in any language, then works the case end to end: it diagnoses the issue, reassures the customer, and either resolves it outright or escalates to a human with full context. Unlike tools that simply deflect or contain a ticket, our AI agents are accountable for resolution, so a frozen payment or a blocked card gets fixed in the moment rather than queued until business hours at home.

Can an AI agent handle support outside business hours and across time zones?

Yes, and that is where it matters most. In our survey, 7% of incidents happened overnight and 6% of customers never got through at all. A Gradient Labs agent works around the clock in any time zone, absorbing demand spikes and resolving common cases instantly while routing genuinely complex ones to a human with context attached. The customer gets a real resolution at 2am abroad instead of a hold queue or a callback the next day.

Will customers trust an AI agent with a sensitive banking issue?

Trust follows resolution: customers care less about whether an agent is human or AI and more about whether their problem gets solved quickly and correctly. Gradient Labs is built for regulated financial services. Our founders ran Monzo's data organisation under FCA regulation, the engineering team comes almost entirely from financial services, and every agent ships with 20+ pre-built FS guardrails plus SOC 2, GDPR, and zero-day data retention with every LLM sub-processor. The agent resolves what it can handle confidently and hands sensitive or unusual cases to a person with the full conversation attached. See our product overview for how this works in practice.

How does an AI agent decide when to escalate a complex case to a human?

Gradient Labs agents resolve routine, repeatable cases outright and escalate genuinely complex or sensitive ones to a human, passing the full conversation and customer context so nobody has to re-explain themselves. That clean handoff is the difference between a frustrating loop (an AI that fails, then a human who starts from scratch) and a smooth resolution. Our Disputes Agent shows the pattern: it runs a case end to end, from classification and evidence review to customer follow-up, and brings in a human only where judgement is genuinely needed.

What should banks look for when choosing an AI customer support vendor?

Look for an agent built for regulated financial services, not a generic chatbot: one that meets your CSAT bar, integrates with your back-office systems, escalates safely, and is accountable for resolving cases rather than just containing them. Gradient Labs is built specifically for financial services: our founders ran Monzo's data organisation under FCA regulation, the team is almost entirely from FS, and the agent ships with 20+ pre-built guardrails alongside SOC 2, GDPR, and zero-day data retention. It typically goes live in 4 to 6 weeks at large regulated institutions. Read more on our product page.

How does faster resolution abroad affect customer loyalty and retention?

It is decisive. In our survey, two in five travellers had switched or considered switching banks over a bad experience abroad, and the same share are actively looking for a bank that handles it better. The banks that resolve problems fast, at any hour, keep those customers and earn the referrals that 12% of travellers said they give when a bank handles a problem well. Gradient Labs helps banks deliver that consistency, resolving issues in the moment instead of losing customers to the queue. Book a demo to see how.

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