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Re-engineering reconciliations: User-initiated AI cuts recs from days to minutes

Reconciliations have long been tied to batch scheduling. Prasanna Anandan explains how one bank broke down bottlenecks by embedding an AI-driven, user-initiated interface.

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Operational inefficiencies inside large financial institutions rarely stem from missing data. More often, they arise from the widening gap between when information becomes available and when teams can act on it. Reporting systems may function as designed, with audit trails intact and validation controls in place, while middle-office teams continue to navigate compressed resolution windows and expanding reconciliation queues under deadline pressure. 

Under these conditions, the central constraint

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