AI in payments: efficiency to intelligent orchestration

Banks and payment processors report that recent AI deployments have reduced manual interventions, sped exception handling and strengthened fraud detection. Firms say these changes have lowered error rates and eased operational workloads.

The payments environment now includes traditional bank rails, real-time payment schemes, new clearing networks and digital options such as stablecoins and central bank digital currencies. Many transactions can follow multiple routes, and the best route can vary by corridor and time.

Choosing a route requires comparing factors such as transaction value, currency, speed, cost, liquidity and compliance risk. Industry participants say manual analysis cannot scale to compare those variables in real time across many payment options.

Companies are developing an orchestration layer that applies AI to evaluate those factors and either recommend a route or select one automatically under pre-set business rules. Proponents expect such systems to affect liquidity management, operational efficiency and customer experience by routing payments according to defined priorities.

As firms use AI for routing and other payment decisions, questions about governance and responsibility have emerged. Legal and regulatory exposure can arise if an AI-guided route causes a delay, loss or compliance breach. Boards and regulators are likely to require audit trails and controls that record why an AI chose a path and how risks were assessed.

Firms must determine how responsibility is shared between technology vendors and the banks or processors that use AI systems and reflect that allocation in contracts and oversight arrangements. Industry participants say policies should cover model validation, continuous monitoring and incident response. Firms will also need ways to test AI recommendations against regulatory requirements and to provide explanations to customers and supervisors.

A webinar in association with Volante Technologies will examine whether payment firms are prioritising short-term efficiency over wider transformation. The panel will include Nadish Lad, global head of product and strategic business at Volante Technologies, with Teresa Connors as moderator, and will discuss operational benefits, longer-term effects on payment flows and governance questions.

The central debate for industry participants is whether AI will mainly make existing systems faster or will change how money moves across channels and borders.