When data is everywhere, control becomes the differentiator
Capital markets institutions are managing more operational data than ever – from broker confirmations and custodian statements to payment feeds, ledger files, and unstructured inputs arriving across dozens of internal and external systems. The volume is rising, the formats are multiplying, and the workflows designed to govern all of it have not kept pace. Independent analysis puts the industry’s annual cost of manual reconciliation and broken data remediation at an estimated $50 billion – a figure that reflects not just inefficiency, but systemic exposure.
This eBook examines the pressures now reshaping post-trade operations for capital markets firms: surging volumes driven by multi-asset growth, fragmented technology ecosystems, intensifying regulation under Basel III, EMIR, and CSDR, and settlement cycles compressing toward T+1 and beyond. It makes the case for why a new approach to reconciliation and exception management has become a strategic necessity, not an operational preference.
Where institutions lose time, control, and confidence
The operational challenges facing back-office and operations teams are not isolated. They are systemic and interconnected. Data arrives in inconsistent formats from spreadsheets, PDFs, broker feeds, and custodian files – creating manual touchpoints and fragile processes. Manual matching workflows cannot scale as volumes rise. Traditional reconciliation shows what is unmatched, but not why – leaving risk management reactive and evidence trails too thin for regulatory audit. And unresolved breaks introduce direct financial leakage, with manual processes amplifying every delay and slow response.
The eBook maps these four interconnected pain points in detail and explains why capital markets firms that continue to treat reconciliation as a niche back-office function face growing exposure – operationally, financially, and from a regulatory standpoint. PwC analysis cited in the eBook puts the efficiency ratio improvement available to banks that fully execute AI transformation at up to a 15-percentage-point gain.
How Air addresses the control gap
Air is Smartstream’s AI-enabled, cloud-native platform that restores control to reconciliation and exception-heavy operations. Operating within the Smart Reconciliations platform, Air unifies reconciliation and exception workflows across cash, payments, securities, digital assets, and ledgers. It connects and consolidates data sources, standardises multi-format inputs, and improves match readiness – so reconciliations run on trusted, timely, and explainable data, for faster, scalable control.
The eBook details Air’s five core capabilities – connect and ingest, cleanse and enrich, intelligent matching, governed exceptions, and analytics and control – and explains how each capability closes a specific operational failure point. It also covers four transformational use cases for capital markets operations: enterprise data reconciliation, multi-format and multi-source data integrity, automated break detection and exception governance, and regulatory-grade lineage, auditability, and reporting.
Measurable outcomes from day one
The case for modernising reconciliation is quantifiable. Air can reduce manual touchpoints by up to 90% and cut processing time by up to 70%, freeing operations teams from break-fix tasks to focus on prevention, risk management, and client-facing work. Cloud-native deployment reduces operational costs by 20-30% compared with manual models. And for capital markets firms operating under T+1 settlement expectations, tighter CSDR penalty regimes, and intensifying audit requirements, Air’s end-to-end lineage, version control, and real-time dashboards provide the governance and evidence trails that modern compliance demands.
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Complete the form to access the full eBook: Data everywhere. Reconciliations reimagined. Where AI delivers connected, intelligent, and future-ready control for capital markets operations.
