Automate Complex OTC Reconciliations
NeoXam Aro is a powerful OTC derivatives reconciliation platform designed to automate complex post-trade reconciliation, reduce exceptions, and streamline the entire...
Intelligent Matching Engine for Automated Reconciliation
NeoXam Aro’s Intelligent Matching Engine is the modern answer to the growing reconciliation challenges faced by financial institutions. In an era of increasing data volume, fragmented systems, and pressure to reduce risk, NeoXam Aro offers an AI-powered, fully automated reconciliation engine designed specifically for asset managers, banks, and service providers.
Built with precision, flexibility, and scalability in mind, Aro helps firms move from reactive, manual operations to intelligent, automated oversight that accelerates time-to-value, improves match rates, and significantly lowers operational risk.
What Is an Intelligent Matching Engine?
An Intelligent Matching Engine is a system that automatically compares financial data from multiple sources, detects discrepancies, and resolves breaks using machine learning and business logic.
NeoXam Aro’s Distinct Approach:
Data Normalization
Ingests, cleans, and harmonizes data from any source or format.
Intelligent Matching Logic
Customizable rules from your use cases and learn recurring matches.
Process Automation
From ingestion to exception handling, everything is streamlined in a low-code environment.
End-to-End Visibility
Centralized dashboards and audit trails track every data point, match, time and exception.
NeoXam Aro: A Modern Approach to Intelligent Matching
NeoXam Aro is a financial data reconciliation platform that combines data acquisition, transformation, matching, break remediation, and reporting into a single intelligent microservices architecture.
What Sets NeoXam Aro Apart
- Unified Architecture: All processes, data normalization, comparisons, remediation, and reporting operate within one platform.
- Intelligent Matching: Purpose-built rules for financial assets deliver higher match rates.
- Low-Code Configuration: Business users can configure rules and workflows without relying heavily on IT.
- End-to-End Automation: From ingestion to exceptions, manual steps are replaced with automated workflows and A.I. bots.
- Cloud & On-Premise Flexibility: Deployed via Docker/Kubernetes, cloud PaaS, or NeoXam SaaS.
End-to-End Automation Across the Entire Reconciliation Lifecycle
Our solution increases accuracy and efficiency by automating every stage of the reconciliation process.
How the Intelligent Matching Engine Works
Data Acquisition
Connects directly to industry data sources to gather the reconciliation source files.
Data Normalization
Formats and enriches data automatically using the built-in ETL.
Intelligent Matching
Matching engine supports advance features like one-to- many within groups, fuzzy matching and much more.
Exception Prediction & Classification
Predicts root causes and classifies breaks using machine learning (Curie).
IPA-Driven Remediation
Intelligent Process Automation bots auto-resolve repeatable exceptions.
Real-Time Reporting
Dashboards, alerts, and performance metrics support SLA/KPI tracking and compliance.
Key Benefits of NeoXam’s Intelligent Matching Engine
Why institutions choose Us
Low-Code Configuration
Easily adapt workflows to meet evolving business and regulatory demands.
Modular Platform
Scale by activating only what you need, no more monolithic system constraints.
Scalable Configurations
Effectively manage configurations through a hierarchical, top-down approach.
Unified Data & Workflow Hub
One place to manage rules, data, exceptions, bots, and reports.
Industry-Specific Intelligence
Trained AI models for ABOR/IBOR, OTC, FX, and cash matching.
Time & Cost Efficiency
Implementation timelines drop from months to days.
Use Cases Across Asset Managers, Banks, and Service Providers
The platform supports a wide range of reconciliation processes across different types of financial institutions.
Asset Managers
- Prompt break remediation through Automated Workflows: Streamlines daily reconciliations, break resolution & break assignment - ABOR–IBOR Accuracy: Enhances portfolio accuracy by reconciling accounting and investment books
Banks
- Multi-Party Reconciliation: Efficiently matches data between custodians, brokers, and internal systems. - Control Reconciliations: Perform Control Reconciliations on banking data.
Service Providers
Automation to meet tight SLAs: Meet strict SLAs by automating reconciliation and break resolution to ensure the NAV deadline is achieved.
- Scalable Process: Repeatable process and configuration to help scale business across many clients and data structures.
Why NeoXam Aro Is the Future of Intelligent Matching
NeoXam Aro is more than a reconciliation engine, it’s a transformation tool for financial operations.
With its ability to ingest, normalize, match, and remediate data at scale, NeoXam Aro addresses the operational pain points that legacy systems simply can’t. Its unified, AI-enabled design means teams spend less time on manual work and more on oversight, risk mitigation, and strategic operations.
Intelligent Matching as a Competitive Advantage:
- Reduce onboarding times and vendor lock-in.
- Eliminate spreadsheet chaos with smart workflows.
- Expose hidden risks with real-time exception analytics.
- Empower teams to build without code.
For more about NeoXam Aro’s data reconciliation capabilities, explore:
- Unified Data Management Platform
- Automated Exception Management
- AI-Powered Reconciliation Insights
- Client Success Stories
What is an Intelligent Matching Engine?
An Intelligent Matching Engine is a system that automatically matches, compares, and validates financial data across multiple systems. NeoXam Aro enhances this process using AI, machine learning, and low-code configuration to improve match rates and reduce manual work.
How does NeoXam Aro improve match rates?
NeoXam Aro uses advanced matching logic, automated data normalization, and predictive analytics. This improves match rates from around 95% to more than 98.5% and significantly reduces the number of manual exceptions.
Which reconciliation use cases does the Intelligent Matching Engine support?
NeoXam’s Intelligent Matching Engine supports reconciliations for positions, trades, cash, ABOR vs. IBOR, trial balances, OTC derivatives, and more. It is designed for asset managers, banks, and service providers that manage high-volume, complex workflows.
How does NeoXam’s platform reduce operational risk?
The platform reduces operational risk by centralizing data ingestion, transformation, and reconciliation. Automated workflows and AI bots replace spreadsheets and manual processing, dramatically reducing user errors and operational bottlenecks.
What deployment options are available?
NeoXam Aro offers on-premise deployment through Docker or Kubernetes, cloud-native deployment through public cloud PaaS, and a fully managed SaaS option, allowing full flexibility depending on infrastructure and security needs.
Is the Intelligent Matching Engine low-code?
Yes. NeoXam Aro is built as a low-code platform. Business users can configure rules, workflows, and reconciliation logic without depending heavily on IT, reducing implementation time and cost.
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