Banks are accelerating efforts to modernise reconciliation operations as transaction volumes rise across instant payments, cross-border transfers, and real-time settlement systems. The latest deployment by SmartStream at National Bank of Greece in Cyprus highlights how financial institutions are increasingly consolidating fragmented back-office infrastructures into AI-enabled operational platforms designed to reduce manual workloads, improve data quality oversight, and strengthen real-time transaction visibility.
National Bank of Greece (NBG) in Cyprus has successfully gone live with Air, an artificial intelligence-enabled reconciliation solution developed by financial data software provider SmartStream. The deployment marks a significant consolidation of the bank’s operational infrastructure, merging four previously fragmented systems that cover Instant, Cash, SEPA, and Nostro reconciliations into a single intelligent environment. Before this implementation, handling individual items across separate systems and navigating multiple data formats created a demanding operational landscape that required extensive daily manual intervention from the bank’s internal teams.
Following a comprehensive market review, the financial institution selected the platform due to its self-service operational model, machine-led automation, and its ability to establish reconciliation groups. This grouping capability allows the platform’s algorithms to match multiple complex transaction items simultaneously rather than forcing team members to process data points individually, yielding immediate efficiency gains. To accommodate the strict data security and compliance requirements mandated by the bank, SmartStream engineered a custom, automated, encrypted file transfer framework to ensure a secure data flow without introducing additional IT overhead. The cloud-hosted infrastructure was successfully deployed within a three-month timeframe.
Andreas Anatolitis, Head of the Accounting Department within the Financial and Accounting Division at NBG Cyprus, stated that the solution was chosen for its capacity to deliver measurable performance improvements while tailoring the underlying technology to the bank’s specific data security workflows. Robin Hasson, Product Manager at SmartStream, added that the deployment provides the bank’s operations team with enhanced control over its transaction ledger. The AI-driven architecture is engineered to proactively identify and flag data quality discrepancies, independently cross-referencing anomalies originating within internal systems against incoming international bank statements.
What this means for the industry
- Reconciliation is becoming a major AI automation priority for banks as payment ecosystems grow more complex and real-time.
- Banks are moving away from fragmented reconciliation environments toward unified operational platforms with centralised visibility.
- AI-driven matching and anomaly detection tools are reducing reliance on manual operational teams for exception handling.
- Data quality management is emerging as a critical operational risk area, particularly as instant payment adoption increases globally.
- Cloud-hosted reconciliation infrastructure is gaining wider acceptance among regulated financial institutions when paired with strong encryption and security controls.
- Vendors focused on operational finance infrastructure are increasingly positioning reconciliation technology as a strategic intelligence layer rather than just a back-office utility.
